id	sid	tid	token	lemma	pos
sc-3661	1	1	this	this	PRON
sc-3661	1	2	is	be	AUX
sc-3661	1	3	a	a	DET
sc-3661	1	4	title	title	NOUN
sc-3661	1	5	eai	eai	NOUN
sc-3661	1	6	endorsed	endorse	VERB
sc-3661	1	7	transactions	transaction	NOUN
sc-3661	1	8	on	on	ADP
sc-3661	1	9	smart	smart	ADJ
sc-3661	1	10	cities	city	NOUN
sc-3661	1	11	research	research	NOUN
sc-3661	1	12	article	article	NOUN
sc-3661	1	13	1	1	NUM
sc-3661	1	14	mlops	mlop	NOUN
sc-3661	1	15	and	and	CCONJ
sc-3661	1	16	microservices	microservice	NOUN
sc-3661	1	17	frameworks	framework	NOUN
sc-3661	1	18	in	in	ADP
sc-3661	1	19	the	the	DET
sc-3661	1	20	perspective	perspective	NOUN
sc-3661	1	21	of	of	ADP
sc-3661	1	22	smart	smart	ADJ
sc-3661	1	23	cities	city	NOUN
sc-3661	1	24	i.	i.	PROPN
sc-3661	1	25	b.	b.	PROPN
sc-3661	1	26	urias1	urias1	PROPN
sc-3661	1	27	,	,	PUNCT
sc-3661	1	28	*	*	PUNCT
sc-3661	1	29	and	and	CCONJ
sc-3661	1	30	r.	r.	PROPN
sc-3661	1	31	rossi2	rossi2	PROPN
sc-3661	1	32	1,2	1,2	NUM
sc-3661	1	33	university	university	NOUN
sc-3661	1	34	of	of	ADP
sc-3661	1	35	são	são	PROPN
sc-3661	1	36	paulo	paulo	PROPN
sc-3661	1	37	/	/	SYM
sc-3661	1	38	continuing	continue	VERB
sc-3661	1	39	engineering	engineering	NOUN
sc-3661	1	40	education	education	NOUN
sc-3661	1	41	program	program	NOUN
sc-3661	1	42	(	(	PUNCT
sc-3661	1	43	pece	pece	PROPN
sc-3661	1	44	)	)	PUNCT
sc-3661	1	45	,	,	PUNCT
sc-3661	1	46	são	são	PROPN
sc-3661	1	47	paulo	paulo	PROPN
sc-3661	1	48	,	,	PUNCT
sc-3661	1	49	brazil	brazil	PROPN
sc-3661	1	50	abstract	abstract	ADJ
sc-3661	1	51	information	information	NOUN
sc-3661	1	52	technology	technology	NOUN
sc-3661	1	53	involves	involve	VERB
sc-3661	1	54	solutions	solution	NOUN
sc-3661	1	55	for	for	ADP
sc-3661	1	56	many	many	ADJ
sc-3661	1	57	kinds	kind	NOUN
sc-3661	1	58	of	of	ADP
sc-3661	1	59	industries	industry	NOUN
sc-3661	1	60	and	and	CCONJ
sc-3661	1	61	organizations	organization	NOUN
sc-3661	1	62	,	,	PUNCT
sc-3661	1	63	offering	offer	VERB
sc-3661	1	64	conditions	condition	NOUN
sc-3661	1	65	for	for	ADP
sc-3661	1	66	solving	solve	VERB
sc-3661	1	67	problems	problem	NOUN
sc-3661	1	68	of	of	ADP
sc-3661	1	69	different	different	ADJ
sc-3661	1	70	types	type	NOUN
sc-3661	1	71	and	and	CCONJ
sc-3661	1	72	complexities	complexity	NOUN
sc-3661	1	73	.	.	PUNCT
sc-3661	2	1	artificial	artificial	ADJ
sc-3661	2	2	intelligence	intelligence	NOUN
sc-3661	2	3	,	,	PUNCT
sc-3661	2	4	and	and	CCONJ
sc-3661	2	5	more	more	ADV
sc-3661	2	6	specifically	specifically	ADV
sc-3661	2	7	applications	application	NOUN
sc-3661	2	8	that	that	PRON
sc-3661	2	9	considers	consider	VERB
sc-3661	2	10	machine	machine	NOUN
sc-3661	2	11	learning	learning	NOUN
sc-3661	2	12	(	(	PUNCT
sc-3661	2	13	ml	ml	NOUN
sc-3661	2	14	)	)	PUNCT
sc-3661	2	15	and	and	CCONJ
sc-3661	2	16	software	software	NOUN
sc-3661	2	17	technology	technology	NOUN
sc-3661	2	18	are	be	AUX
sc-3661	2	19	part	part	NOUN
sc-3661	2	20	of	of	ADP
sc-3661	2	21	these	these	DET
sc-3661	2	22	solutions	solution	NOUN
sc-3661	2	23	for	for	ADP
sc-3661	2	24	solving	solve	VERB
sc-3661	2	25	problems	problem	NOUN
sc-3661	2	26	,	,	PUNCT
sc-3661	2	27	including	include	VERB
sc-3661	2	28	solutions	solution	NOUN
sc-3661	2	29	for	for	ADP
sc-3661	2	30	solving	solve	VERB
sc-3661	2	31	problems	problem	NOUN
sc-3661	2	32	that	that	PRON
sc-3661	2	33	involve	involve	VERB
sc-3661	2	34	smart	smart	ADJ
sc-3661	2	35	cities	city	NOUN
sc-3661	2	36	approach	approach	NOUN
sc-3661	2	37	.	.	PUNCT
sc-3661	3	1	in	in	ADP
sc-3661	3	2	order	order	NOUN
sc-3661	3	3	to	to	PART
sc-3661	3	4	present	present	VERB
sc-3661	3	5	frameworks	framework	NOUN
sc-3661	3	6	that	that	PRON
sc-3661	3	7	deal	deal	VERB
sc-3661	3	8	with	with	ADP
sc-3661	3	9	the	the	DET
sc-3661	3	10	operationalization	operationalization	NOUN
sc-3661	3	11	of	of	ADP
sc-3661	3	12	machine	machine	NOUN
sc-3661	3	13	learning	learning	NOUN
sc-3661	3	14	and	and	CCONJ
sc-3661	3	15	software	software	NOUN
sc-3661	3	16	technology	technology	NOUN
sc-3661	3	17	,	,	PUNCT
sc-3661	3	18	this	this	DET
sc-3661	3	19	article	article	NOUN
sc-3661	3	20	is	be	AUX
sc-3661	3	21	based	base	VERB
sc-3661	3	22	on	on	ADP
sc-3661	3	23	the	the	DET
sc-3661	3	24	study	study	NOUN
sc-3661	3	25	and	and	CCONJ
sc-3661	3	26	evaluation	evaluation	NOUN
sc-3661	3	27	of	of	ADP
sc-3661	3	28	frameworks	framework	NOUN
sc-3661	3	29	that	that	PRON
sc-3661	3	30	involve	involve	VERB
sc-3661	3	31	machine	machine	NOUN
sc-3661	3	32	learning	learn	VERB
sc-3661	3	33	operations	operation	NOUN
sc-3661	3	34	(	(	PUNCT
sc-3661	3	35	mlops	mlop	NOUN
sc-3661	3	36	)	)	PUNCT
sc-3661	3	37	and	and	CCONJ
sc-3661	3	38	microservices	microservice	NOUN
sc-3661	3	39	.	.	PUNCT
sc-3661	4	1	specifically	specifically	ADV
sc-3661	4	2	,	,	PUNCT
sc-3661	4	3	three	three	NUM
sc-3661	4	4	frameworks	framework	NOUN
sc-3661	4	5	that	that	PRON
sc-3661	4	6	integrate	integrate	VERB
sc-3661	4	7	ml	ml	ADP
sc-3661	4	8	algorithms	algorithm	NOUN
sc-3661	4	9	with	with	ADP
sc-3661	4	10	microservices	microservice	NOUN
sc-3661	4	11	are	be	AUX
sc-3661	4	12	evaluated	evaluate	VERB
sc-3661	4	13	based	base	VERB
sc-3661	4	14	on	on	ADP
sc-3661	4	15	a	a	DET
sc-3661	4	16	bibliographical	bibliographical	ADJ
sc-3661	4	17	review	review	NOUN
sc-3661	4	18	in	in	ADP
sc-3661	4	19	scientific	scientific	ADJ
sc-3661	4	20	journals	journal	NOUN
sc-3661	4	21	of	of	ADP
sc-3661	4	22	relevance	relevance	NOUN
sc-3661	4	23	to	to	ADP
sc-3661	4	24	the	the	DET
sc-3661	4	25	area	area	NOUN
sc-3661	4	26	.	.	PUNCT
sc-3661	5	1	from	from	ADP
sc-3661	5	2	an	an	DET
sc-3661	5	3	exploratory	exploratory	ADJ
sc-3661	5	4	analysis	analysis	NOUN
sc-3661	5	5	of	of	ADP
sc-3661	5	6	these	these	DET
sc-3661	5	7	frameworks	framework	NOUN
sc-3661	5	8	,	,	PUNCT
sc-3661	5	9	it	it	PRON
sc-3661	5	10	was	be	AUX
sc-3661	5	11	possible	possible	ADJ
sc-3661	5	12	to	to	PART
sc-3661	5	13	highlight	highlight	VERB
sc-3661	5	14	their	their	PRON
sc-3661	5	15	main	main	ADJ
sc-3661	5	16	objectives	objective	NOUN
sc-3661	5	17	,	,	PUNCT
sc-3661	5	18	their	their	PRON
sc-3661	5	19	benefits	benefit	NOUN
sc-3661	5	20	,	,	PUNCT
sc-3661	5	21	and	and	CCONJ
sc-3661	5	22	their	their	PRON
sc-3661	5	23	ability	ability	NOUN
sc-3661	5	24	to	to	PART
sc-3661	5	25	offer	offer	VERB
sc-3661	5	26	solutions	solution	NOUN
sc-3661	5	27	that	that	PRON
sc-3661	5	28	favor	favor	VERB
sc-3661	5	29	the	the	DET
sc-3661	5	30	large	large	ADJ
sc-3661	5	31	-	-	PUNCT
sc-3661	5	32	scale	scale	NOUN
sc-3661	5	33	use	use	NOUN
sc-3661	5	34	of	of	ADP
sc-3661	5	35	machine	machine	NOUN
sc-3661	5	36	learning	learn	VERB
sc-3661	5	37	algorithms	algorithm	NOUN
sc-3661	5	38	in	in	ADP
sc-3661	5	39	problem	problem	NOUN
sc-3661	5	40	solving	solve	VERB
sc-3661	5	41	.	.	PUNCT
sc-3661	6	1	the	the	DET
sc-3661	6	2	main	main	ADJ
sc-3661	6	3	results	result	NOUN
sc-3661	6	4	are	be	AUX
sc-3661	6	5	highlighted	highlight	VERB
sc-3661	6	6	in	in	ADP
sc-3661	6	7	the	the	DET
sc-3661	6	8	article	article	NOUN
sc-3661	6	9	through	through	ADP
sc-3661	6	10	a	a	DET
sc-3661	6	11	qualitative	qualitative	ADJ
sc-3661	6	12	analysis	analysis	NOUN
sc-3661	6	13	that	that	PRON
sc-3661	6	14	considers	consider	VERB
sc-3661	6	15	six	six	NUM
sc-3661	6	16	evaluation	evaluation	NOUN
sc-3661	6	17	criteria	criterion	NOUN
sc-3661	6	18	,	,	PUNCT
sc-3661	6	19	such	such	ADJ
sc-3661	6	20	as	as	ADP
sc-3661	6	21	:	:	PUNCT
sc-3661	6	22	capacity	capacity	NOUN
sc-3661	6	23	for	for	ADP
sc-3661	6	24	sharing	share	VERB
sc-3661	6	25	resources	resource	NOUN
sc-3661	6	26	,	,	PUNCT
sc-3661	6	27	scope	scope	NOUN
sc-3661	6	28	of	of	ADP
sc-3661	6	29	use	use	NOUN
sc-3661	6	30	by	by	ADP
sc-3661	6	31	users	user	NOUN
sc-3661	6	32	,	,	PUNCT
sc-3661	6	33	and	and	CCONJ
sc-3661	6	34	use	use	VERB
sc-3661	6	35	in	in	ADP
sc-3661	6	36	a	a	DET
sc-3661	6	37	cloud	cloud	ADJ
sc-3661	6	38	environment	environment	NOUN
sc-3661	6	39	.	.	PUNCT
sc-3661	7	1	the	the	DET
sc-3661	7	2	results	result	NOUN
sc-3661	7	3	achieved	achieve	VERB
sc-3661	7	4	are	be	AUX
sc-3661	7	5	satisfactory	satisfactory	ADJ
sc-3661	7	6	since	since	SCONJ
sc-3661	7	7	the	the	DET
sc-3661	7	8	work	work	NOUN
sc-3661	7	9	allows	allow	VERB
sc-3661	7	10	,	,	PUNCT
sc-3661	7	11	through	through	ADP
sc-3661	7	12	a	a	DET
sc-3661	7	13	qualitative	qualitative	ADJ
sc-3661	7	14	view	view	NOUN
sc-3661	7	15	of	of	ADP
sc-3661	7	16	the	the	DET
sc-3661	7	17	evaluated	evaluate	VERB
sc-3661	7	18	frameworks	framework	NOUN
sc-3661	7	19	,	,	PUNCT
sc-3661	7	20	a	a	DET
sc-3661	7	21	perspective	perspective	NOUN
sc-3661	7	22	of	of	ADP
sc-3661	7	23	how	how	SCONJ
sc-3661	7	24	the	the	DET
sc-3661	7	25	integration	integration	NOUN
sc-3661	7	26	of	of	ADP
sc-3661	7	27	mlops	mlop	NOUN
sc-3661	7	28	and	and	CCONJ
sc-3661	7	29	microservices	microservice	NOUN
sc-3661	7	30	has	have	AUX
sc-3661	7	31	been	be	AUX
sc-3661	7	32	carried	carry	VERB
sc-3661	7	33	out	out	ADP
sc-3661	7	34	,	,	PUNCT
sc-3661	7	35	its	its	PRON
sc-3661	7	36	benefits	benefit	NOUN
sc-3661	7	37	and	and	CCONJ
sc-3661	7	38	possible	possible	ADJ
sc-3661	7	39	results	result	NOUN
sc-3661	7	40	achieved	achieve	VERB
sc-3661	7	41	through	through	ADP
sc-3661	7	42	this	this	DET
sc-3661	7	43	integration	integration	NOUN
sc-3661	7	44	.	.	PUNCT
sc-3661	8	1	keywords	keyword	NOUN
sc-3661	8	2	:	:	PUNCT
sc-3661	8	3	machine	machine	NOUN
sc-3661	8	4	learning	learning	NOUN
sc-3661	8	5	,	,	PUNCT
sc-3661	8	6	machine	machine	NOUN
sc-3661	8	7	learning	learn	VERB
sc-3661	8	8	operations	operation	NOUN
sc-3661	8	9	,	,	PUNCT
sc-3661	8	10	microservices	microservice	NOUN
sc-3661	8	11	received	receive	VERB
sc-3661	8	12	on	on	ADP
sc-3661	8	13	01	01	NUM
sc-3661	8	14	august	august	PROPN
sc-3661	8	15	2023	2023	NUM
sc-3661	8	16	,	,	PUNCT
sc-3661	8	17	accepted	accept	VERB
sc-3661	8	18	on	on	ADP
sc-3661	8	19	31	31	NUM
sc-3661	8	20	october	october	PROPN
sc-3661	8	21	2023	2023	NUM
sc-3661	8	22	,	,	PUNCT
sc-3661	8	23	published	publish	VERB
sc-3661	8	24	on	on	ADP
sc-3661	8	25	13	13	NUM
sc-3661	8	26	november	november	PROPN
sc-3661	8	27	2023	2023	NUM
sc-3661	8	28	copyright	copyright	NOUN
sc-3661	8	29	©	©	PROPN
sc-3661	8	30	2023	2023	NUM
sc-3661	8	31	i.	i.	PROPN
sc-3661	8	32	b.	b.	PROPN
sc-3661	8	33	urias	urias	PROPN
sc-3661	8	34	et	et	PROPN
sc-3661	8	35	al	al	PROPN
sc-3661	8	36	.	.	PROPN
sc-3661	8	37	,	,	PUNCT
sc-3661	8	38	licensed	license	VERB
sc-3661	8	39	to	to	ADP
sc-3661	8	40	eai	eai	PROPN
sc-3661	8	41	.	.	PUNCT
sc-3661	9	1	this	this	PRON
sc-3661	9	2	is	be	AUX
sc-3661	9	3	an	an	DET
sc-3661	9	4	open	open	ADJ
sc-3661	9	5	access	access	NOUN
sc-3661	9	6	article	article	NOUN
sc-3661	9	7	distributed	distribute	VERB
sc-3661	9	8	under	under	ADP
sc-3661	9	9	the	the	DET
sc-3661	9	10	terms	term	NOUN
sc-3661	9	11	of	of	ADP
sc-3661	9	12	the	the	DET
sc-3661	9	13	cc	cc	PROPN
sc-3661	9	14	by	by	ADP
sc-3661	9	15	-	-	PUNCT
sc-3661	9	16	nc	nc	PROPN
sc-3661	9	17	-	-	PUNCT
sc-3661	9	18	sa	sa	PROPN
sc-3661	9	19	4.0	4.0	NUM
sc-3661	9	20	,	,	PUNCT
sc-3661	9	21	which	which	PRON
sc-3661	9	22	permits	permit	VERB
sc-3661	9	23	copying	copy	VERB
sc-3661	9	24	,	,	PUNCT
sc-3661	9	25	redistributing	redistributing	NOUN
sc-3661	9	26	,	,	PUNCT
sc-3661	9	27	remixing	remixing	NOUN
sc-3661	9	28	,	,	PUNCT
sc-3661	9	29	transformation	transformation	NOUN
sc-3661	9	30	,	,	PUNCT
sc-3661	9	31	and	and	CCONJ
sc-3661	9	32	building	build	VERB
sc-3661	9	33	upon	upon	SCONJ
sc-3661	9	34	the	the	DET
sc-3661	9	35	material	material	NOUN
sc-3661	9	36	in	in	ADP
sc-3661	9	37	any	any	DET
sc-3661	9	38	medium	medium	NOUN
sc-3661	9	39	so	so	ADV
sc-3661	9	40	long	long	ADV
sc-3661	9	41	as	as	SCONJ
sc-3661	9	42	the	the	DET
sc-3661	9	43	original	original	ADJ
sc-3661	9	44	work	work	NOUN
sc-3661	9	45	is	be	AUX
sc-3661	9	46	properly	properly	ADV
sc-3661	9	47	cited	cite	VERB
sc-3661	9	48	.	.	PUNCT
sc-3661	10	1	doi	doi	NOUN
sc-3661	10	2	:	:	PUNCT
sc-3661	10	3	10.4108	10.4108	NUM
sc-3661	10	4	/	/	SYM
sc-3661	10	5	eetsc.3661	eetsc.3661	PROPN
sc-3661	10	6	1	1	NUM
sc-3661	10	7	.	.	PUNCT
sc-3661	11	1	introduction	introduction	NOUN
sc-3661	11	2	machine	machine	NOUN
sc-3661	11	3	learning	learning	NOUN
sc-3661	11	4	has	have	AUX
sc-3661	11	5	recently	recently	ADV
sc-3661	11	6	become	become	VERB
sc-3661	11	7	a	a	DET
sc-3661	11	8	field	field	NOUN
sc-3661	11	9	of	of	ADP
sc-3661	11	10	study	study	NOUN
sc-3661	11	11	and	and	CCONJ
sc-3661	11	12	research	research	NOUN
sc-3661	11	13	highlighted	highlight	VERB
sc-3661	11	14	by	by	ADP
sc-3661	11	15	its	its	PRON
sc-3661	11	16	proposals	proposal	NOUN
sc-3661	11	17	,	,	PUNCT
sc-3661	11	18	either	either	CCONJ
sc-3661	11	19	in	in	ADP
sc-3661	11	20	a	a	DET
sc-3661	11	21	theoretical	theoretical	ADJ
sc-3661	11	22	approach	approach	NOUN
sc-3661	11	23	or	or	CCONJ
sc-3661	11	24	even	even	ADV
sc-3661	11	25	in	in	ADP
sc-3661	11	26	a	a	DET
sc-3661	11	27	practical	practical	ADJ
sc-3661	11	28	approach	approach	NOUN
sc-3661	11	29	.	.	PUNCT
sc-3661	12	1	machine	machine	NOUN
sc-3661	12	2	learning	learning	NOUN
sc-3661	12	3	(	(	PUNCT
sc-3661	12	4	ml	ml	NOUN
sc-3661	12	5	)	)	PUNCT
sc-3661	12	6	is	be	AUX
sc-3661	12	7	an	an	DET
sc-3661	12	8	area	area	NOUN
sc-3661	12	9	of	of	ADP
sc-3661	12	10	knowledge	knowledge	NOUN
sc-3661	12	11	focused	focus	VERB
sc-3661	12	12	on	on	ADP
sc-3661	12	13	technology	technology	NOUN
sc-3661	12	14	that	that	PRON
sc-3661	12	15	aims	aim	VERB
sc-3661	12	16	to	to	PART
sc-3661	12	17	develop	develop	VERB
sc-3661	12	18	algorithms	algorithm	NOUN
sc-3661	12	19	to	to	PART
sc-3661	12	20	solve	solve	VERB
sc-3661	12	21	machine	machine	NOUN
sc-3661	12	22	learning	learning	NOUN
sc-3661	12	23	problems	problem	NOUN
sc-3661	12	24	.	.	PUNCT
sc-3661	13	1	these	these	DET
sc-3661	13	2	algorithms	algorithm	NOUN
sc-3661	13	3	represent	represent	VERB
sc-3661	13	4	the	the	DET
sc-3661	13	5	simulation	simulation	NOUN
sc-3661	13	6	of	of	ADP
sc-3661	13	7	human	human	ADJ
sc-3661	13	8	intelligence	intelligence	NOUN
sc-3661	13	9	,	,	PUNCT
sc-3661	13	10	using	use	VERB
sc-3661	13	11	concepts	concept	NOUN
sc-3661	13	12	from	from	ADP
sc-3661	13	13	neuroscience	neuroscience	NOUN
sc-3661	13	14	,	,	PUNCT
sc-3661	13	15	probability	probability	NOUN
sc-3661	13	16	and	and	CCONJ
sc-3661	13	17	statistics	statistic	NOUN
sc-3661	13	18	,	,	PUNCT
sc-3661	13	19	computation	computation	NOUN
sc-3661	13	20	,	,	PUNCT
sc-3661	13	21	psychology	psychology	NOUN
sc-3661	13	22	,	,	PUNCT
sc-3661	13	23	control	control	NOUN
sc-3661	13	24	theory	theory	NOUN
sc-3661	13	25	and	and	CCONJ
sc-3661	13	26	philosophy	philosophy	NOUN
sc-3661	13	27	[	[	X
sc-3661	13	28	1	1	NUM
sc-3661	13	29	]	]	PUNCT
sc-3661	13	30	.	.	PUNCT
sc-3661	14	1	some	some	PRON
sc-3661	14	2	of	of	ADP
sc-3661	14	3	the	the	DET
sc-3661	14	4	main	main	ADJ
sc-3661	14	5	applications	application	NOUN
sc-3661	14	6	highlighted	highlight	VERB
sc-3661	14	7	by	by	ADP
sc-3661	14	8	[	[	X
sc-3661	14	9	2	2	NUM
sc-3661	14	10	]	]	PUNCT
sc-3661	14	11	are	be	AUX
sc-3661	14	12	:	:	PUNCT
sc-3661	14	13	computer	computer	NOUN
sc-3661	14	14	vision	vision	NOUN
sc-3661	14	15	,	,	PUNCT
sc-3661	14	16	semantic	semantic	ADJ
sc-3661	14	17	analysis	analysis	NOUN
sc-3661	14	18	,	,	PUNCT
sc-3661	14	19	natural	natural	ADJ
sc-3661	14	20	language	language	NOUN
sc-3661	14	21	processing	processing	NOUN
sc-3661	14	22	,	,	PUNCT
sc-3661	14	23	information	information	NOUN
sc-3661	14	24	retrieval	retrieval	NOUN
sc-3661	14	25	,	,	PUNCT
sc-3661	14	26	object	object	NOUN
sc-3661	14	27	recognition	recognition	NOUN
sc-3661	14	28	,	,	PUNCT
sc-3661	14	29	object	object	VERB
sc-3661	14	30	detection	detection	NOUN
sc-3661	14	31	and	and	CCONJ
sc-3661	14	32	processing	processing	NOUN
sc-3661	14	33	,	,	PUNCT
sc-3661	14	34	text	text	NOUN
sc-3661	14	35	and	and	CCONJ
sc-3661	14	36	document	document	NOUN
sc-3661	14	37	classification	classification	NOUN
sc-3661	14	38	,	,	PUNCT
sc-3661	14	39	image	image	NOUN
sc-3661	14	40	analysis	analysis	NOUN
sc-3661	14	41	,	,	PUNCT
sc-3661	14	42	diagnosis	diagnosis	NOUN
sc-3661	14	43	medical	medical	ADJ
sc-3661	14	44	and	and	CCONJ
sc-3661	14	45	*	*	VERB
sc-3661	14	46	corresponding	correspond	VERB
sc-3661	14	47	author	author	NOUN
sc-3661	14	48	.	.	PUNCT
sc-3661	15	1	email	email	NOUN
sc-3661	15	2	:	:	PUNCT
sc-3661	15	3	igor_bernardes_urias@hotmail.com	igor_bernardes_urias@hotmail.com	X
sc-3661	15	4	prediction	prediction	NOUN
sc-3661	15	5	of	of	ADP
sc-3661	15	6	network	network	NOUN
sc-3661	15	7	attacks	attack	NOUN
sc-3661	15	8	.	.	PUNCT
sc-3661	16	1	ml	ml	AUX
sc-3661	16	2	stands	stand	VERB
sc-3661	16	3	out	out	ADP
sc-3661	16	4	in	in	ADP
sc-3661	16	5	several	several	ADJ
sc-3661	16	6	areas	area	NOUN
sc-3661	16	7	of	of	ADP
sc-3661	16	8	knowledge	knowledge	NOUN
sc-3661	16	9	,	,	PUNCT
sc-3661	16	10	which	which	PRON
sc-3661	16	11	favours	favour	VERB
sc-3661	16	12	its	its	PRON
sc-3661	16	13	use	use	NOUN
sc-3661	16	14	to	to	PART
sc-3661	16	15	solve	solve	VERB
sc-3661	16	16	the	the	DET
sc-3661	16	17	most	most	ADV
sc-3661	16	18	diverse	diverse	ADJ
sc-3661	16	19	types	type	NOUN
sc-3661	16	20	of	of	ADP
sc-3661	16	21	problems	problem	NOUN
sc-3661	16	22	,	,	PUNCT
sc-3661	16	23	being	be	AUX
sc-3661	16	24	studied	study	VERB
sc-3661	16	25	in	in	ADP
sc-3661	16	26	a	a	DET
sc-3661	16	27	multidisciplinary	multidisciplinary	ADJ
sc-3661	16	28	way	way	NOUN
sc-3661	16	29	.	.	PUNCT
sc-3661	17	1	these	these	DET
sc-3661	17	2	main	main	ADJ
sc-3661	17	3	applications	application	NOUN
sc-3661	17	4	can	can	AUX
sc-3661	17	5	be	be	AUX
sc-3661	17	6	used	use	VERB
sc-3661	17	7	within	within	ADP
sc-3661	17	8	the	the	DET
sc-3661	17	9	context	context	NOUN
sc-3661	17	10	of	of	ADP
sc-3661	17	11	smart	smart	ADJ
sc-3661	17	12	cities	city	NOUN
sc-3661	17	13	,	,	PUNCT
sc-3661	17	14	solving	solve	VERB
sc-3661	17	15	problems	problem	NOUN
sc-3661	17	16	and	and	CCONJ
sc-3661	17	17	achieving	achieve	VERB
sc-3661	17	18	goals	goal	NOUN
sc-3661	17	19	.	.	PUNCT
sc-3661	18	1	in	in	ADP
sc-3661	18	2	the	the	DET
sc-3661	18	3	context	context	NOUN
sc-3661	18	4	of	of	ADP
sc-3661	18	5	smart	smart	ADJ
sc-3661	18	6	cities	city	NOUN
sc-3661	18	7	,	,	PUNCT
sc-3661	18	8	it	it	PRON
sc-3661	18	9	is	be	AUX
sc-3661	18	10	possible	possible	ADJ
sc-3661	18	11	to	to	PART
sc-3661	18	12	find	find	VERB
sc-3661	18	13	works	work	NOUN
sc-3661	18	14	related	relate	VERB
sc-3661	18	15	to	to	ADP
sc-3661	18	16	the	the	DET
sc-3661	18	17	topic	topic	NOUN
sc-3661	18	18	encompass	encompass	NOUN
sc-3661	18	19	both	both	CCONJ
sc-3661	18	20	a	a	DET
sc-3661	18	21	conceptual	conceptual	ADJ
sc-3661	18	22	approach	approach	NOUN
sc-3661	18	23	and	and	CCONJ
sc-3661	18	24	practical	practical	ADJ
sc-3661	18	25	aspects	aspect	NOUN
sc-3661	18	26	in	in	ADP
sc-3661	18	27	[	[	X
sc-3661	18	28	3	3	NUM
sc-3661	18	29	]	]	PUNCT
sc-3661	18	30	,	,	PUNCT
sc-3661	18	31	[	[	X
sc-3661	18	32	4	4	NUM
sc-3661	18	33	]	]	PUNCT
sc-3661	18	34	.	.	PUNCT
sc-3661	19	1	ml	ml	NOUN
sc-3661	19	2	and	and	CCONJ
sc-3661	19	3	software	software	NOUN
sc-3661	19	4	engineering	engineering	NOUN
sc-3661	19	5	complement	complement	NOUN
sc-3661	19	6	each	each	DET
sc-3661	19	7	other	other	ADJ
sc-3661	19	8	,	,	PUNCT
sc-3661	19	9	enabling	enable	VERB
sc-3661	19	10	an	an	DET
sc-3661	19	11	exploratory	exploratory	ADJ
sc-3661	19	12	analysis	analysis	NOUN
sc-3661	19	13	to	to	PART
sc-3661	19	14	be	be	AUX
sc-3661	19	15	conducted	conduct	VERB
sc-3661	19	16	on	on	ADP
sc-3661	19	17	the	the	DET
sc-3661	19	18	utilization	utilization	NOUN
sc-3661	19	19	and	and	CCONJ
sc-3661	19	20	implementation	implementation	NOUN
sc-3661	19	21	of	of	ADP
sc-3661	19	22	microservices	microservice	NOUN
sc-3661	19	23	in	in	ADP
sc-3661	19	24	projects	project	NOUN
sc-3661	19	25	involving	involve	VERB
sc-3661	19	26	data	datum	NOUN
sc-3661	19	27	engineering	engineering	NOUN
sc-3661	19	28	,	,	PUNCT
sc-3661	19	29	software	software	NOUN
sc-3661	19	30	engineering	engineering	NOUN
sc-3661	19	31	,	,	PUNCT
sc-3661	19	32	and	and	CCONJ
sc-3661	19	33	ml	ml	VERB
sc-3661	19	34	;	;	PUNCT
sc-3661	19	35	analysing	analyse	VERB
sc-3661	19	36	and	and	CCONJ
sc-3661	19	37	evaluating	evaluate	VERB
sc-3661	19	38	approaches	approach	NOUN
sc-3661	19	39	for	for	ADP
sc-3661	19	40	the	the	DET
sc-3661	19	41	development	development	NOUN
sc-3661	19	42	of	of	ADP
sc-3661	19	43	automation	automation	NOUN
sc-3661	19	44	solutions	solution	NOUN
sc-3661	19	45	that	that	PRON
sc-3661	19	46	utilize	utilize	VERB
sc-3661	19	47	ml	ml	NOUN
sc-3661	19	48	as	as	ADP
sc-3661	19	49	services	service	NOUN
sc-3661	19	50	.	.	PUNCT
sc-3661	20	1	microservices	microservice	NOUN
sc-3661	20	2	are	be	AUX
sc-3661	20	3	programs	program	NOUN
sc-3661	20	4	that	that	PRON
sc-3661	20	5	have	have	VERB
sc-3661	20	6	unique	unique	ADJ
sc-3661	20	7	and	and	CCONJ
sc-3661	20	8	independent	independent	ADJ
sc-3661	20	9	responsibilities	responsibility	NOUN
sc-3661	20	10	,	,	PUNCT
sc-3661	20	11	also	also	ADV
sc-3661	20	12	known	know	VERB
sc-3661	20	13	as	as	ADP
sc-3661	20	14	units	unit	NOUN
sc-3661	20	15	of	of	ADP
sc-3661	20	16	work	work	NOUN
sc-3661	20	17	eai	eai	PROPN
sc-3661	20	18	endorsed	endorse	VERB
sc-3661	20	19	transactions	transaction	NOUN
sc-3661	20	20	on	on	ADP
sc-3661	20	21	smart	smart	ADJ
sc-3661	20	22	cities	city	NOUN
sc-3661	20	23	|	|	ADV
sc-3661	20	24	volume	volume	VERB
sc-3661	20	25	7	7	NUM
sc-3661	20	26	|	|	NOUN
sc-3661	20	27	issue	issue	VERB
sc-3661	20	28	3	3	NUM
sc-3661	21	1	|	|	ADV
sc-3661	21	2	https://creativecommons.org/licenses/by-nc-sa/4.0/	https://creativecommons.org/licenses/by-nc-sa/4.0/	PROPN
sc-3661	21	3	https://creativecommons.org/licenses/by-nc-sa/4.0/	https://creativecommons.org/licenses/by-nc-sa/4.0/	PROPN
sc-3661	21	4	i.	i.	PROPN
sc-3661	21	5	b.	b.	PROPN
sc-3661	21	6	urias	urias	PROPN
sc-3661	21	7	and	and	CCONJ
sc-3661	21	8	r.	r.	PROPN
sc-3661	21	9	rossi	rossi	PROPN
sc-3661	21	10	2	2	NUM
sc-3661	21	11	that	that	PRON
sc-3661	21	12	include	include	VERB
sc-3661	21	13	a	a	DET
sc-3661	21	14	connection	connection	NOUN
sc-3661	21	15	to	to	ADP
sc-3661	21	16	the	the	DET
sc-3661	21	17	external	external	ADJ
sc-3661	21	18	environment	environment	NOUN
sc-3661	22	1	[	[	X
sc-3661	22	2	5	5	NUM
sc-3661	22	3	]	]	PUNCT
sc-3661	22	4	.	.	PUNCT
sc-3661	23	1	microservices	microservice	NOUN
sc-3661	23	2	in	in	ADP
sc-3661	23	3	general	general	ADJ
sc-3661	23	4	can	can	AUX
sc-3661	23	5	generate	generate	VERB
sc-3661	23	6	advantages	advantage	NOUN
sc-3661	23	7	for	for	ADP
sc-3661	23	8	technology	technology	NOUN
sc-3661	23	9	and	and	CCONJ
sc-3661	23	10	work	work	NOUN
sc-3661	23	11	teams	team	NOUN
sc-3661	23	12	.	.	PUNCT
sc-3661	24	1	these	these	PRON
sc-3661	24	2	are	be	AUX
sc-3661	24	3	collaboration	collaboration	ADJ
sc-3661	24	4	and	and	CCONJ
sc-3661	24	5	communication	communication	NOUN
sc-3661	24	6	actions	action	NOUN
sc-3661	24	7	between	between	ADP
sc-3661	24	8	teams	team	NOUN
sc-3661	24	9	.	.	PUNCT
sc-3661	25	1	microservices	microservice	NOUN
sc-3661	25	2	have	have	AUX
sc-3661	25	3	been	be	AUX
sc-3661	25	4	observed	observe	VERB
sc-3661	25	5	in	in	ADP
sc-3661	25	6	companies	company	NOUN
sc-3661	25	7	such	such	ADJ
sc-3661	25	8	as	as	ADP
sc-3661	25	9	amazon	amazon	NOUN
sc-3661	25	10	,	,	PUNCT
sc-3661	25	11	deutsche	deutsche	NOUN
sc-3661	25	12	telekom	telekom	NOUN
sc-3661	25	13	,	,	PUNCT
sc-3661	25	14	linkedin	linkedin	NOUN
sc-3661	25	15	,	,	PUNCT
sc-3661	25	16	netflix	netflix	NOUN
sc-3661	25	17	,	,	PUNCT
sc-3661	25	18	soundcloud	soundcloud	NOUN
sc-3661	25	19	,	,	PUNCT
sc-3661	25	20	the	the	DET
sc-3661	25	21	guardian	guardian	NOUN
sc-3661	25	22	,	,	PUNCT
sc-3661	25	23	uber	uber	PROPN
sc-3661	25	24	,	,	PUNCT
sc-3661	25	25	verizon	verizon	PROPN
sc-3661	25	26	,	,	PUNCT
sc-3661	25	27	among	among	ADP
sc-3661	25	28	others	other	NOUN
sc-3661	25	29	that	that	PRON
sc-3661	25	30	aim	aim	VERB
sc-3661	25	31	to	to	PART
sc-3661	25	32	adopt	adopt	VERB
sc-3661	25	33	approaches	approach	NOUN
sc-3661	25	34	based	base	VERB
sc-3661	25	35	on	on	ADP
sc-3661	25	36	microservices	microservice	NOUN
sc-3661	25	37	[	[	X
sc-3661	25	38	6	6	NUM
sc-3661	25	39	]	]	PUNCT
sc-3661	25	40	.	.	PUNCT
sc-3661	26	1	applications	application	NOUN
sc-3661	26	2	involving	involve	VERB
sc-3661	26	3	microservices	microservice	NOUN
sc-3661	26	4	and	and	CCONJ
sc-3661	26	5	ml	ml	PART
sc-3661	26	6	have	have	AUX
sc-3661	26	7	been	be	AUX
sc-3661	26	8	explored	explore	VERB
sc-3661	26	9	through	through	ADP
sc-3661	26	10	frameworks	framework	NOUN
sc-3661	26	11	with	with	ADP
sc-3661	26	12	the	the	DET
sc-3661	26	13	aim	aim	NOUN
sc-3661	26	14	of	of	ADP
sc-3661	26	15	making	make	VERB
sc-3661	26	16	ml	ml	NOUN
sc-3661	26	17	algorithms	algorithm	NOUN
sc-3661	26	18	available	available	ADJ
sc-3661	26	19	as	as	ADP
sc-3661	26	20	services	service	NOUN
sc-3661	26	21	.	.	PUNCT
sc-3661	27	1	frameworks	framework	NOUN
sc-3661	27	2	,	,	PUNCT
sc-3661	27	3	conceptually	conceptually	ADV
sc-3661	27	4	,	,	PUNCT
sc-3661	27	5	can	can	AUX
sc-3661	27	6	be	be	AUX
sc-3661	27	7	considered	consider	VERB
sc-3661	27	8	models	model	NOUN
sc-3661	27	9	of	of	ADP
sc-3661	27	10	a	a	DET
sc-3661	27	11	domain	domain	NOUN
sc-3661	27	12	or	or	CCONJ
sc-3661	27	13	an	an	DET
sc-3661	27	14	important	important	ADJ
sc-3661	27	15	aspect	aspect	NOUN
sc-3661	27	16	of	of	ADP
sc-3661	27	17	it	it	PRON
sc-3661	27	18	that	that	PRON
sc-3661	27	19	provides	provide	VERB
sc-3661	27	20	a	a	DET
sc-3661	27	21	reusable	reusable	ADJ
sc-3661	27	22	design	design	NOUN
sc-3661	27	23	(	(	PUNCT
sc-3661	27	24	modelling	modelling	NOUN
sc-3661	27	25	)	)	PUNCT
sc-3661	27	26	and	and	CCONJ
sc-3661	27	27	reusable	reusable	ADJ
sc-3661	27	28	implementations	implementation	NOUN
sc-3661	27	29	for	for	ADP
sc-3661	27	30	the	the	DET
sc-3661	27	31	client	client	NOUN
sc-3661	28	1	[	[	X
sc-3661	28	2	7	7	NUM
sc-3661	28	3	]	]	PUNCT
sc-3661	28	4	.	.	PUNCT
sc-3661	29	1	machine	machine	NOUN
sc-3661	29	2	learning	learn	VERB
sc-3661	29	3	operations	operation	NOUN
sc-3661	29	4	(	(	PUNCT
sc-3661	29	5	mlops	mlop	NOUN
sc-3661	29	6	)	)	PUNCT
sc-3661	29	7	,	,	PUNCT
sc-3661	29	8	through	through	ADP
sc-3661	29	9	frameworks	framework	NOUN
sc-3661	29	10	,	,	PUNCT
sc-3661	29	11	stands	stand	VERB
sc-3661	29	12	out	out	ADP
sc-3661	29	13	as	as	ADP
sc-3661	29	14	a	a	DET
sc-3661	29	15	means	means	NOUN
sc-3661	29	16	of	of	ADP
sc-3661	29	17	providing	provide	VERB
sc-3661	29	18	ml	ml	ADP
sc-3661	29	19	services	service	NOUN
sc-3661	29	20	using	use	VERB
sc-3661	29	21	microservices	microservice	NOUN
sc-3661	29	22	.	.	PUNCT
sc-3661	30	1	mlops	mlop	NOUN
sc-3661	30	2	uses	use	VERB
sc-3661	30	3	some	some	DET
sc-3661	30	4	practices	practice	NOUN
sc-3661	30	5	to	to	PART
sc-3661	30	6	operationalize	operationalize	VERB
sc-3661	30	7	ml	ml	ADP
sc-3661	30	8	algorithms	algorithm	NOUN
sc-3661	30	9	as	as	ADP
sc-3661	30	10	a	a	DET
sc-3661	30	11	service	service	NOUN
sc-3661	30	12	,	,	PUNCT
sc-3661	30	13	and	and	CCONJ
sc-3661	30	14	can	can	AUX
sc-3661	30	15	be	be	AUX
sc-3661	30	16	considered	consider	VERB
sc-3661	30	17	a	a	DET
sc-3661	30	18	paradigm	paradigm	NOUN
sc-3661	30	19	for	for	ADP
sc-3661	30	20	the	the	DET
sc-3661	30	21	development	development	NOUN
sc-3661	30	22	of	of	ADP
sc-3661	30	23	ml	ml	NOUN
sc-3661	30	24	algorithms	algorithm	NOUN
sc-3661	30	25	.	.	PUNCT
sc-3661	31	1	the	the	DET
sc-3661	31	2	main	main	ADJ
sc-3661	31	3	characteristics	characteristic	NOUN
sc-3661	31	4	of	of	ADP
sc-3661	31	5	this	this	DET
sc-3661	31	6	paradigm	paradigm	NOUN
sc-3661	31	7	are	be	AUX
sc-3661	31	8	based	base	VERB
sc-3661	31	9	on	on	ADP
sc-3661	31	10	the	the	DET
sc-3661	31	11	conceptualization	conceptualization	NOUN
sc-3661	31	12	,	,	PUNCT
sc-3661	31	13	implementation	implementation	NOUN
sc-3661	31	14	,	,	PUNCT
sc-3661	31	15	monitoring	monitoring	NOUN
sc-3661	31	16	,	,	PUNCT
sc-3661	31	17	deployment	deployment	NOUN
sc-3661	31	18	,	,	PUNCT
sc-3661	31	19	and	and	CCONJ
sc-3661	31	20	scalability	scalability	NOUN
sc-3661	31	21	of	of	ADP
sc-3661	31	22	ml	ml	ADP
sc-3661	31	23	algorithms	algorithms	NOUN
sc-3661	31	24	[	[	X
sc-3661	31	25	8	8	NUM
sc-3661	31	26	]	]	PUNCT
sc-3661	31	27	.	.	PUNCT
sc-3661	32	1	the	the	DET
sc-3661	32	2	proposals	proposal	NOUN
sc-3661	32	3	for	for	ADP
sc-3661	32	4	integrating	integrate	VERB
sc-3661	32	5	ml	ml	NOUN
sc-3661	32	6	with	with	ADP
sc-3661	32	7	microservices	microservice	NOUN
sc-3661	32	8	are	be	AUX
sc-3661	32	9	grounded	ground	VERB
sc-3661	32	10	in	in	ADP
sc-3661	32	11	certain	certain	ADJ
sc-3661	32	12	principles	principle	NOUN
sc-3661	32	13	that	that	PRON
sc-3661	32	14	align	align	VERB
sc-3661	32	15	with	with	ADP
sc-3661	32	16	the	the	DET
sc-3661	32	17	adoption	adoption	NOUN
sc-3661	32	18	of	of	ADP
sc-3661	32	19	microservices	microservice	NOUN
sc-3661	32	20	practices	practice	NOUN
sc-3661	32	21	.	.	PUNCT
sc-3661	33	1	these	these	DET
sc-3661	33	2	principles	principle	NOUN
sc-3661	33	3	aim	aim	VERB
sc-3661	33	4	to	to	PART
sc-3661	33	5	ensure	ensure	VERB
sc-3661	33	6	attributes	attribute	NOUN
sc-3661	33	7	like	like	ADP
sc-3661	33	8	scalability	scalability	NOUN
sc-3661	33	9	and	and	CCONJ
sc-3661	33	10	service	service	NOUN
sc-3661	33	11	independence	independence	NOUN
sc-3661	33	12	.	.	PUNCT
sc-3661	34	1	considering	consider	VERB
sc-3661	34	2	these	these	DET
sc-3661	34	3	introductory	introductory	ADJ
sc-3661	34	4	postulates	postulate	NOUN
sc-3661	34	5	of	of	ADP
sc-3661	34	6	the	the	DET
sc-3661	34	7	article	article	NOUN
sc-3661	34	8	,	,	PUNCT
sc-3661	34	9	its	its	PRON
sc-3661	34	10	objective	objective	NOUN
sc-3661	34	11	is	be	AUX
sc-3661	34	12	highlighted	highlight	VERB
sc-3661	34	13	,	,	PUNCT
sc-3661	34	14	which	which	PRON
sc-3661	34	15	refers	refer	VERB
sc-3661	34	16	to	to	ADP
sc-3661	34	17	the	the	DET
sc-3661	34	18	presentation	presentation	NOUN
sc-3661	34	19	and	and	CCONJ
sc-3661	34	20	qualitative	qualitative	ADJ
sc-3661	34	21	evaluation	evaluation	NOUN
sc-3661	34	22	of	of	ADP
sc-3661	34	23	three	three	NUM
sc-3661	34	24	frameworks	framework	NOUN
sc-3661	34	25	that	that	PRON
sc-3661	34	26	propose	propose	VERB
sc-3661	34	27	the	the	DET
sc-3661	34	28	automation	automation	NOUN
sc-3661	34	29	of	of	ADP
sc-3661	34	30	ml	ml	PROPN
sc-3661	34	31	services	service	NOUN
sc-3661	34	32	and	and	CCONJ
sc-3661	34	33	that	that	PRON
sc-3661	34	34	corroborate	corroborate	VERB
sc-3661	34	35	for	for	ADP
sc-3661	34	36	an	an	DET
sc-3661	34	37	investigative	investigative	ADJ
sc-3661	34	38	and	and	CCONJ
sc-3661	34	39	exploratory	exploratory	ADJ
sc-3661	34	40	analysis	analysis	NOUN
sc-3661	34	41	of	of	ADP
sc-3661	34	42	the	the	DET
sc-3661	34	43	possibility	possibility	NOUN
sc-3661	34	44	of	of	ADP
sc-3661	34	45	integrating	integrate	VERB
sc-3661	34	46	mlops	mlop	NOUN
sc-3661	34	47	together	together	ADV
sc-3661	34	48	to	to	ADP
sc-3661	34	49	microservices	microservice	NOUN
sc-3661	34	50	for	for	ADP
sc-3661	34	51	providing	provide	VERB
sc-3661	34	52	ml	ml	ADP
sc-3661	34	53	services	service	NOUN
sc-3661	34	54	.	.	PUNCT
sc-3661	35	1	based	base	VERB
sc-3661	35	2	on	on	ADP
sc-3661	35	3	the	the	DET
sc-3661	35	4	objectives	objective	NOUN
sc-3661	35	5	,	,	PUNCT
sc-3661	35	6	it	it	PRON
sc-3661	35	7	is	be	AUX
sc-3661	35	8	possible	possible	ADJ
sc-3661	35	9	to	to	PART
sc-3661	35	10	understand	understand	VERB
sc-3661	35	11	that	that	SCONJ
sc-3661	35	12	these	these	DET
sc-3661	35	13	frameworks	framework	NOUN
sc-3661	35	14	can	can	AUX
sc-3661	35	15	potentially	potentially	ADV
sc-3661	35	16	be	be	AUX
sc-3661	35	17	used	use	VERB
sc-3661	35	18	within	within	ADP
sc-3661	35	19	the	the	DET
sc-3661	35	20	context	context	NOUN
sc-3661	35	21	of	of	ADP
sc-3661	35	22	smart	smart	ADJ
sc-3661	35	23	cities	city	NOUN
sc-3661	35	24	,	,	PUNCT
sc-3661	35	25	considering	consider	VERB
sc-3661	35	26	the	the	DET
sc-3661	35	27	benefits	benefit	NOUN
sc-3661	35	28	of	of	ADP
sc-3661	35	29	mlops	mlop	NOUN
sc-3661	35	30	and	and	CCONJ
sc-3661	35	31	microservices	microservice	NOUN
sc-3661	35	32	.	.	PUNCT
sc-3661	36	1	the	the	DET
sc-3661	36	2	research	research	NOUN
sc-3661	36	3	contributes	contribute	VERB
sc-3661	36	4	with	with	ADP
sc-3661	36	5	the	the	DET
sc-3661	36	6	presentation	presentation	NOUN
sc-3661	36	7	of	of	ADP
sc-3661	36	8	each	each	PRON
sc-3661	36	9	of	of	ADP
sc-3661	36	10	the	the	DET
sc-3661	36	11	three	three	NUM
sc-3661	36	12	frameworks	framework	NOUN
sc-3661	36	13	that	that	PRON
sc-3661	36	14	can	can	AUX
sc-3661	36	15	be	be	AUX
sc-3661	36	16	used	use	VERB
sc-3661	36	17	to	to	PART
sc-3661	36	18	automate	automate	VERB
sc-3661	36	19	services	service	NOUN
sc-3661	36	20	from	from	ADP
sc-3661	36	21	ml	ml	ADP
sc-3661	36	22	algorithms	algorithm	NOUN
sc-3661	36	23	,	,	PUNCT
sc-3661	36	24	favouring	favour	VERB
sc-3661	36	25	the	the	DET
sc-3661	36	26	response	response	NOUN
sc-3661	36	27	for	for	ADP
sc-3661	36	28	decision	decision	NOUN
sc-3661	36	29	making	making	NOUN
sc-3661	36	30	.	.	PUNCT
sc-3661	37	1	the	the	DET
sc-3661	37	2	frameworks	framework	NOUN
sc-3661	37	3	correspond	correspond	VERB
sc-3661	37	4	to	to	ADP
sc-3661	37	5	significant	significant	ADJ
sc-3661	37	6	structures	structure	NOUN
sc-3661	37	7	for	for	ADP
sc-3661	37	8	the	the	DET
sc-3661	37	9	application	application	NOUN
sc-3661	37	10	of	of	ADP
sc-3661	37	11	microservices	microservice	NOUN
sc-3661	37	12	together	together	ADV
sc-3661	37	13	with	with	ADP
sc-3661	37	14	the	the	DET
sc-3661	37	15	ml	ml	NOUN
sc-3661	37	16	algorithms	algorithm	NOUN
sc-3661	37	17	,	,	PUNCT
sc-3661	37	18	allowing	allow	VERB
sc-3661	37	19	an	an	DET
sc-3661	37	20	exploratory	exploratory	ADJ
sc-3661	37	21	analysis	analysis	NOUN
sc-3661	37	22	on	on	ADP
sc-3661	37	23	the	the	DET
sc-3661	37	24	approach	approach	NOUN
sc-3661	37	25	referring	refer	VERB
sc-3661	37	26	to	to	ADP
sc-3661	37	27	mlops	mlop	NOUN
sc-3661	37	28	.	.	PUNCT
sc-3661	38	1	the	the	DET
sc-3661	38	2	three	three	NUM
sc-3661	38	3	frameworks	framework	NOUN
sc-3661	38	4	,	,	PUNCT
sc-3661	38	5	despite	despite	SCONJ
sc-3661	38	6	having	have	VERB
sc-3661	38	7	similarities	similarity	NOUN
sc-3661	38	8	,	,	PUNCT
sc-3661	38	9	also	also	ADV
sc-3661	38	10	there	there	PRON
sc-3661	38	11	are	be	VERB
sc-3661	38	12	particularities	particularity	NOUN
sc-3661	38	13	that	that	PRON
sc-3661	38	14	differentiate	differentiate	VERB
sc-3661	38	15	them	they	PRON
sc-3661	38	16	,	,	PUNCT
sc-3661	38	17	for	for	ADP
sc-3661	38	18	example	example	NOUN
sc-3661	38	19	,	,	PUNCT
sc-3661	38	20	the	the	DET
sc-3661	38	21	target	target	NOUN
sc-3661	38	22	audience	audience	NOUN
sc-3661	38	23	and	and	CCONJ
sc-3661	38	24	their	their	PRON
sc-3661	38	25	different	different	ADJ
sc-3661	38	26	ways	way	NOUN
sc-3661	38	27	of	of	ADP
sc-3661	38	28	modularizing	modularize	VERB
sc-3661	38	29	the	the	DET
sc-3661	38	30	components	component	NOUN
sc-3661	38	31	that	that	PRON
sc-3661	38	32	belong	belong	VERB
sc-3661	38	33	to	to	ADP
sc-3661	38	34	the	the	DET
sc-3661	38	35	ml	ml	X
sc-3661	38	36	application	application	NOUN
sc-3661	38	37	.	.	PUNCT
sc-3661	39	1	however	however	ADV
sc-3661	39	2	,	,	PUNCT
sc-3661	39	3	it	it	PRON
sc-3661	39	4	is	be	AUX
sc-3661	39	5	possible	possible	ADJ
sc-3661	39	6	to	to	PART
sc-3661	39	7	observe	observe	VERB
sc-3661	39	8	that	that	SCONJ
sc-3661	39	9	the	the	DET
sc-3661	39	10	three	three	NUM
sc-3661	39	11	frameworks	framework	NOUN
sc-3661	39	12	have	have	VERB
sc-3661	39	13	a	a	DET
sc-3661	39	14	common	common	ADJ
sc-3661	39	15	feature	feature	NOUN
sc-3661	39	16	regarding	regard	VERB
sc-3661	39	17	the	the	DET
sc-3661	39	18	automation	automation	NOUN
sc-3661	39	19	of	of	ADP
sc-3661	39	20	algorithms	algorithm	NOUN
sc-3661	39	21	with	with	ADP
sc-3661	39	22	the	the	DET
sc-3661	39	23	use	use	NOUN
sc-3661	39	24	of	of	ADP
sc-3661	39	25	microservices	microservice	NOUN
sc-3661	39	26	to	to	PART
sc-3661	39	27	provide	provide	VERB
sc-3661	39	28	ml	ml	NOUN
sc-3661	39	29	services	service	NOUN
sc-3661	39	30	.	.	PUNCT
sc-3661	40	1	some	some	DET
sc-3661	40	2	studies	study	NOUN
sc-3661	40	3	stand	stand	VERB
sc-3661	40	4	out	out	ADP
sc-3661	40	5	regarding	regard	VERB
sc-3661	40	6	the	the	DET
sc-3661	40	7	presentation	presentation	NOUN
sc-3661	40	8	of	of	ADP
sc-3661	40	9	studies	study	NOUN
sc-3661	40	10	on	on	ADP
sc-3661	40	11	mlops	mlop	NOUN
sc-3661	40	12	,	,	PUNCT
sc-3661	40	13	such	such	ADJ
sc-3661	40	14	as	as	ADP
sc-3661	40	15	:	:	PUNCT
sc-3661	40	16	[	[	X
sc-3661	40	17	9	9	NUM
sc-3661	40	18	]	]	PUNCT
sc-3661	40	19	which	which	PRON
sc-3661	40	20	conceptualizes	conceptualize	VERB
sc-3661	40	21	the	the	DET
sc-3661	40	22	mlops	mlop	NOUN
sc-3661	40	23	and	and	CCONJ
sc-3661	40	24	presents	present	VERB
sc-3661	40	25	a	a	DET
sc-3661	40	26	proposal	proposal	NOUN
sc-3661	40	27	for	for	ADP
sc-3661	40	28	the	the	DET
sc-3661	40	29	steps	step	NOUN
sc-3661	40	30	to	to	PART
sc-3661	40	31	carry	carry	VERB
sc-3661	40	32	out	out	ADP
sc-3661	40	33	the	the	DET
sc-3661	40	34	operationalization	operationalization	NOUN
sc-3661	40	35	of	of	ADP
sc-3661	40	36	ml	ml	ADV
sc-3661	40	37	;	;	PUNCT
sc-3661	40	38	[	[	X
sc-3661	40	39	10	10	NUM
sc-3661	40	40	]	]	PUNCT
sc-3661	40	41	who	who	PRON
sc-3661	40	42	also	also	ADV
sc-3661	40	43	presents	present	VERB
sc-3661	40	44	a	a	DET
sc-3661	40	45	concept	concept	NOUN
sc-3661	40	46	about	about	ADP
sc-3661	40	47	mlops	mlop	NOUN
sc-3661	40	48	and	and	CCONJ
sc-3661	40	49	contributes	contribute	VERB
sc-3661	40	50	with	with	ADP
sc-3661	40	51	the	the	DET
sc-3661	40	52	presentation	presentation	NOUN
sc-3661	40	53	of	of	ADP
sc-3661	40	54	benefits	benefit	NOUN
sc-3661	40	55	and	and	CCONJ
sc-3661	40	56	challenges	challenge	NOUN
sc-3661	40	57	of	of	ADP
sc-3661	40	58	this	this	DET
sc-3661	40	59	paradigm	paradigm	NOUN
sc-3661	40	60	,	,	PUNCT
sc-3661	40	61	situating	situate	VERB
sc-3661	40	62	it	it	PRON
sc-3661	40	63	as	as	ADP
sc-3661	40	64	an	an	DET
sc-3661	40	65	approach	approach	NOUN
sc-3661	40	66	that	that	PRON
sc-3661	40	67	involves	involve	VERB
sc-3661	40	68	ml	ml	PROPN
sc-3661	40	69	,	,	PUNCT
sc-3661	40	70	devops	devop	NOUN
sc-3661	40	71	,	,	PUNCT
sc-3661	40	72	and	and	CCONJ
sc-3661	40	73	data	datum	NOUN
sc-3661	40	74	engineering	engineering	NOUN
sc-3661	40	75	.	.	PUNCT
sc-3661	41	1	the	the	DET
sc-3661	41	2	introductory	introductory	ADJ
sc-3661	41	3	elements	element	NOUN
sc-3661	41	4	of	of	ADP
sc-3661	41	5	the	the	DET
sc-3661	41	6	article	article	NOUN
sc-3661	41	7	are	be	AUX
sc-3661	41	8	emphasized	emphasize	VERB
sc-3661	41	9	,	,	PUNCT
sc-3661	41	10	followed	follow	VERB
sc-3661	41	11	by	by	ADP
sc-3661	41	12	a	a	DET
sc-3661	41	13	succinct	succinct	ADJ
sc-3661	41	14	overview	overview	NOUN
sc-3661	41	15	of	of	ADP
sc-3661	41	16	the	the	DET
sc-3661	41	17	remaining	remain	VERB
sc-3661	41	18	sections	section	NOUN
sc-3661	41	19	,	,	PUNCT
sc-3661	41	20	corresponding	correspond	VERB
sc-3661	41	21	to	to	ADP
sc-3661	41	22	:	:	PUNCT
sc-3661	41	23	section	section	NOUN
sc-3661	41	24	two	two	NUM
sc-3661	41	25	,	,	PUNCT
sc-3661	41	26	presentation	presentation	NOUN
sc-3661	41	27	of	of	ADP
sc-3661	41	28	a	a	DET
sc-3661	41	29	literature	literature	NOUN
sc-3661	41	30	review	review	NOUN
sc-3661	41	31	,	,	PUNCT
sc-3661	41	32	specifically	specifically	ADV
sc-3661	41	33	for	for	ADP
sc-3661	41	34	microservices	microservice	NOUN
sc-3661	41	35	and	and	CCONJ
sc-3661	41	36	machine	machine	NOUN
sc-3661	41	37	learning	learning	NOUN
sc-3661	41	38	;	;	PUNCT
sc-3661	41	39	section	section	NOUN
sc-3661	41	40	three	three	NUM
sc-3661	41	41	,	,	PUNCT
sc-3661	41	42	presentation	presentation	NOUN
sc-3661	41	43	of	of	ADP
sc-3661	41	44	the	the	DET
sc-3661	41	45	three	three	NUM
sc-3661	41	46	frameworks	framework	NOUN
sc-3661	41	47	that	that	PRON
sc-3661	41	48	integrate	integrate	VERB
sc-3661	41	49	microservice	microservice	NOUN
sc-3661	41	50	practices	practice	NOUN
sc-3661	41	51	with	with	ADP
sc-3661	41	52	ml	ml	NOUN
sc-3661	41	53	;	;	PUNCT
sc-3661	41	54	section	section	NOUN
sc-3661	41	55	four	four	NUM
sc-3661	41	56	,	,	PUNCT
sc-3661	41	57	discussion	discussion	NOUN
sc-3661	41	58	and	and	CCONJ
sc-3661	41	59	qualitative	qualitative	ADJ
sc-3661	41	60	results	result	NOUN
sc-3661	41	61	observed	observe	VERB
sc-3661	41	62	from	from	ADP
sc-3661	41	63	the	the	DET
sc-3661	41	64	studies	study	NOUN
sc-3661	41	65	of	of	ADP
sc-3661	41	66	the	the	DET
sc-3661	41	67	three	three	NUM
sc-3661	41	68	frameworks	framework	NOUN
sc-3661	41	69	;	;	PUNCT
sc-3661	41	70	and	and	CCONJ
sc-3661	41	71	,	,	PUNCT
sc-3661	41	72	section	section	NOUN
sc-3661	41	73	five	five	NUM
sc-3661	41	74	,	,	PUNCT
sc-3661	41	75	conclusions	conclusion	NOUN
sc-3661	41	76	and	and	CCONJ
sc-3661	41	77	final	final	ADJ
sc-3661	41	78	considerations	consideration	NOUN
sc-3661	41	79	about	about	ADP
sc-3661	41	80	the	the	DET
sc-3661	41	81	research	research	NOUN
sc-3661	41	82	.	.	PUNCT
sc-3661	42	1	2	2	X
sc-3661	42	2	.	.	X
sc-3661	42	3	literature	literature	NOUN
sc-3661	42	4	review	review	VERB
sc-3661	42	5	this	this	DET
sc-3661	42	6	section	section	NOUN
sc-3661	42	7	presents	present	VERB
sc-3661	42	8	a	a	DET
sc-3661	42	9	conceptual	conceptual	ADJ
sc-3661	42	10	review	review	NOUN
sc-3661	42	11	of	of	ADP
sc-3661	42	12	microservices	microservice	NOUN
sc-3661	42	13	and	and	CCONJ
sc-3661	42	14	their	their	PRON
sc-3661	42	15	quality	quality	NOUN
sc-3661	42	16	attributes	attribute	VERB
sc-3661	42	17	;	;	PUNCT
sc-3661	42	18	and	and	CCONJ
sc-3661	42	19	a	a	DET
sc-3661	42	20	review	review	NOUN
sc-3661	42	21	of	of	ADP
sc-3661	42	22	machine	machine	NOUN
sc-3661	42	23	learning	learn	VERB
sc-3661	42	24	concepts	concept	NOUN
sc-3661	42	25	and	and	CCONJ
sc-3661	42	26	main	main	ADJ
sc-3661	42	27	models	model	NOUN
sc-3661	42	28	;	;	PUNCT
sc-3661	42	29	and	and	CCONJ
sc-3661	42	30	an	an	DET
sc-3661	42	31	overview	overview	NOUN
sc-3661	42	32	of	of	ADP
sc-3661	42	33	machine	machine	NOUN
sc-3661	42	34	learning	learn	VERB
sc-3661	42	35	operations	operation	NOUN
sc-3661	42	36	(	(	PUNCT
sc-3661	42	37	mlops	mlop	NOUN
sc-3661	42	38	)	)	PUNCT
sc-3661	42	39	.	.	PUNCT
sc-3661	43	1	2.1	2.1	NUM
sc-3661	43	2	.	.	PUNCT
sc-3661	43	3	microservices	microservice	NOUN
sc-3661	43	4	microservices	microservice	NOUN
sc-3661	43	5	can	can	AUX
sc-3661	43	6	be	be	AUX
sc-3661	43	7	conceptualized	conceptualize	VERB
sc-3661	43	8	as	as	ADP
sc-3661	43	9	:	:	PUNCT
sc-3661	43	10	1	1	NUM
sc-3661	43	11	)	)	PUNCT
sc-3661	43	12	small	small	ADJ
sc-3661	43	13	applications	application	NOUN
sc-3661	43	14	characterized	characterize	VERB
sc-3661	43	15	by	by	ADP
sc-3661	43	16	having	have	VERB
sc-3661	43	17	unique	unique	ADJ
sc-3661	43	18	responsibilities	responsibility	NOUN
sc-3661	43	19	that	that	PRON
sc-3661	43	20	can	can	AUX
sc-3661	43	21	be	be	AUX
sc-3661	43	22	deployed	deploy	VERB
sc-3661	43	23	,	,	PUNCT
sc-3661	43	24	scaled	scale	VERB
sc-3661	43	25	,	,	PUNCT
sc-3661	43	26	and	and	CCONJ
sc-3661	43	27	tested	test	VERB
sc-3661	43	28	independently	independently	ADV
sc-3661	43	29	[	[	X
sc-3661	43	30	11	11	NUM
sc-3661	43	31	]	]	SYM
sc-3661	43	32	;	;	PUNCT
sc-3661	43	33	2	2	X
sc-3661	43	34	)	)	PUNCT
sc-3661	43	35	an	an	DET
sc-3661	43	36	approach	approach	NOUN
sc-3661	43	37	for	for	ADP
sc-3661	43	38	distributed	distribute	VERB
sc-3661	43	39	systems	system	NOUN
sc-3661	43	40	that	that	PRON
sc-3661	43	41	promote	promote	VERB
sc-3661	43	42	the	the	DET
sc-3661	43	43	use	use	NOUN
sc-3661	43	44	of	of	ADP
sc-3661	43	45	refined	refined	ADJ
sc-3661	43	46	services	service	NOUN
sc-3661	43	47	with	with	ADP
sc-3661	43	48	their	their	PRON
sc-3661	43	49	own	own	ADJ
sc-3661	43	50	life	life	NOUN
sc-3661	43	51	cycles	cycle	NOUN
sc-3661	43	52	,	,	PUNCT
sc-3661	43	53	which	which	PRON
sc-3661	43	54	collaborate	collaborate	VERB
sc-3661	43	55	,	,	PUNCT
sc-3661	43	56	being	be	AUX
sc-3661	43	57	modelled	model	VERB
sc-3661	43	58	mainly	mainly	ADV
sc-3661	43	59	around	around	ADP
sc-3661	43	60	the	the	DET
sc-3661	43	61	business	business	NOUN
sc-3661	43	62	domain	domain	NOUN
sc-3661	43	63	[	[	X
sc-3661	43	64	12	12	NUM
sc-3661	43	65	]	]	X
sc-3661	43	66	;	;	PUNCT
sc-3661	43	67	3	3	X
sc-3661	43	68	)	)	PUNCT
sc-3661	43	69	a	a	DET
sc-3661	43	70	programming	programming	NOUN
sc-3661	43	71	paradigm	paradigm	NOUN
sc-3661	43	72	made	make	VERB
sc-3661	43	73	up	up	ADP
sc-3661	43	74	of	of	ADP
sc-3661	43	75	small	small	ADJ
sc-3661	43	76	services	service	NOUN
sc-3661	43	77	that	that	PRON
sc-3661	43	78	communicate	communicate	VERB
sc-3661	43	79	in	in	ADP
sc-3661	43	80	applications	application	NOUN
sc-3661	43	81	.	.	PUNCT
sc-3661	44	1	small	small	ADJ
sc-3661	44	2	services	service	NOUN
sc-3661	44	3	are	be	AUX
sc-3661	44	4	characterized	characterize	VERB
sc-3661	44	5	by	by	ADP
sc-3661	44	6	communication	communication	NOUN
sc-3661	44	7	based	base	VERB
sc-3661	44	8	on	on	ADP
sc-3661	44	9	light	light	ADJ
sc-3661	44	10	mechanisms	mechanism	NOUN
sc-3661	44	11	that	that	PRON
sc-3661	44	12	execute	execute	VERB
sc-3661	44	13	their	their	PRON
sc-3661	44	14	respective	respective	ADJ
sc-3661	44	15	processes	process	NOUN
sc-3661	44	16	[	[	X
sc-3661	44	17	13	13	NUM
sc-3661	44	18	]	]	PUNCT
sc-3661	44	19	.	.	PUNCT
sc-3661	45	1	the	the	DET
sc-3661	45	2	concepts	concept	NOUN
sc-3661	45	3	presented	present	VERB
sc-3661	45	4	have	have	VERB
sc-3661	45	5	characteristics	characteristic	NOUN
sc-3661	45	6	in	in	ADP
sc-3661	45	7	common	common	ADJ
sc-3661	45	8	.	.	PUNCT
sc-3661	46	1	there	there	PRON
sc-3661	46	2	is	be	VERB
sc-3661	46	3	the	the	DET
sc-3661	46	4	characteristic	characteristic	NOUN
sc-3661	46	5	of	of	ADP
sc-3661	46	6	independence	independence	NOUN
sc-3661	46	7	between	between	ADP
sc-3661	46	8	the	the	DET
sc-3661	46	9	services	service	NOUN
sc-3661	46	10	,	,	PUNCT
sc-3661	46	11	that	that	ADV
sc-3661	46	12	is	is	ADV
sc-3661	46	13	,	,	PUNCT
sc-3661	46	14	each	each	DET
sc-3661	46	15	service	service	NOUN
sc-3661	46	16	can	can	AUX
sc-3661	46	17	work	work	VERB
sc-3661	46	18	independently	independently	ADV
sc-3661	46	19	.	.	PUNCT
sc-3661	47	1	another	another	DET
sc-3661	47	2	feature	feature	NOUN
sc-3661	47	3	that	that	PRON
sc-3661	47	4	stands	stand	VERB
sc-3661	47	5	out	out	ADP
sc-3661	47	6	is	be	AUX
sc-3661	47	7	connectivity	connectivity	NOUN
sc-3661	47	8	,	,	PUNCT
sc-3661	47	9	that	that	ADV
sc-3661	47	10	is	is	ADV
sc-3661	47	11	,	,	PUNCT
sc-3661	47	12	despite	despite	SCONJ
sc-3661	47	13	the	the	DET
sc-3661	47	14	microservices	microservice	NOUN
sc-3661	47	15	being	be	AUX
sc-3661	47	16	independent	independent	ADJ
sc-3661	47	17	and	and	CCONJ
sc-3661	47	18	with	with	ADP
sc-3661	47	19	unique	unique	ADJ
sc-3661	47	20	responsibilities	responsibility	NOUN
sc-3661	47	21	,	,	PUNCT
sc-3661	47	22	they	they	PRON
sc-3661	47	23	are	be	AUX
sc-3661	47	24	connected	connect	VERB
sc-3661	47	25	to	to	ADP
sc-3661	47	26	each	each	DET
sc-3661	47	27	other	other	ADJ
sc-3661	47	28	,	,	PUNCT
sc-3661	47	29	in	in	ADP
sc-3661	47	30	order	order	NOUN
sc-3661	47	31	to	to	PART
sc-3661	47	32	form	form	VERB
sc-3661	47	33	communications	communication	NOUN
sc-3661	47	34	between	between	ADP
sc-3661	47	35	them	they	PRON
sc-3661	47	36	and	and	CCONJ
sc-3661	47	37	with	with	ADP
sc-3661	47	38	external	external	ADJ
sc-3661	47	39	environments	environment	NOUN
sc-3661	47	40	.	.	PUNCT
sc-3661	48	1	the	the	DET
sc-3661	48	2	practice	practice	NOUN
sc-3661	48	3	of	of	ADP
sc-3661	48	4	isolating	isolate	VERB
sc-3661	48	5	functions	function	NOUN
sc-3661	48	6	related	relate	VERB
sc-3661	48	7	to	to	ADP
sc-3661	48	8	the	the	DET
sc-3661	48	9	business	business	NOUN
sc-3661	48	10	domain	domain	NOUN
sc-3661	48	11	aims	aim	VERB
sc-3661	48	12	to	to	PART
sc-3661	48	13	optimize	optimize	VERB
sc-3661	48	14	the	the	DET
sc-3661	48	15	autonomy	autonomy	NOUN
sc-3661	48	16	and	and	CCONJ
sc-3661	48	17	replacement	replacement	NOUN
sc-3661	48	18	of	of	ADP
sc-3661	48	19	services	service	NOUN
sc-3661	48	20	.	.	PUNCT
sc-3661	49	1	these	these	DET
sc-3661	49	2	characteristics	characteristic	NOUN
sc-3661	49	3	are	be	AUX
sc-3661	49	4	facilitators	facilitator	NOUN
sc-3661	49	5	regarding	regard	VERB
sc-3661	49	6	autonomous	autonomous	ADJ
sc-3661	49	7	management	management	NOUN
sc-3661	49	8	,	,	PUNCT
sc-3661	49	9	that	that	ADV
sc-3661	49	10	is	is	ADV
sc-3661	49	11	,	,	PUNCT
sc-3661	49	12	the	the	DET
sc-3661	49	13	issue	issue	NOUN
sc-3661	49	14	of	of	ADP
sc-3661	49	15	governance	governance	NOUN
sc-3661	49	16	that	that	PRON
sc-3661	49	17	is	be	AUX
sc-3661	49	18	decentralized	decentralize	VERB
sc-3661	49	19	between	between	ADP
sc-3661	49	20	services	service	NOUN
sc-3661	49	21	[	[	X
sc-3661	49	22	14	14	NUM
sc-3661	49	23	]	]	PUNCT
sc-3661	49	24	.	.	PUNCT
sc-3661	50	1	characteristics	characteristic	NOUN
sc-3661	50	2	such	such	ADJ
sc-3661	50	3	as	as	ADP
sc-3661	50	4	isolation	isolation	NOUN
sc-3661	50	5	and	and	CCONJ
sc-3661	50	6	autonomy	autonomy	NOUN
sc-3661	50	7	of	of	ADP
sc-3661	50	8	microservices	microservice	NOUN
sc-3661	50	9	make	make	VERB
sc-3661	50	10	governance	governance	NOUN
sc-3661	50	11	decentralized	decentralize	VERB
sc-3661	50	12	.	.	PUNCT
sc-3661	51	1	decentralization	decentralization	NOUN
sc-3661	51	2	is	be	AUX
sc-3661	51	3	part	part	NOUN
sc-3661	51	4	of	of	ADP
sc-3661	51	5	what	what	PRON
sc-3661	51	6	is	be	AUX
sc-3661	51	7	also	also	ADV
sc-3661	51	8	conceptualized	conceptualize	VERB
sc-3661	51	9	as	as	ADP
sc-3661	51	10	an	an	DET
sc-3661	51	11	expected	expect	VERB
sc-3661	51	12	quality	quality	NOUN
sc-3661	51	13	attribute	attribute	NOUN
sc-3661	51	14	for	for	ADP
sc-3661	51	15	microservices	microservice	NOUN
sc-3661	51	16	.	.	PUNCT
sc-3661	52	1	microservices	microservice	NOUN
sc-3661	52	2	are	be	AUX
sc-3661	52	3	a	a	DET
sc-3661	52	4	new	new	ADJ
sc-3661	52	5	trend	trend	NOUN
sc-3661	52	6	in	in	ADP
sc-3661	52	7	software	software	NOUN
sc-3661	52	8	design	design	NOUN
sc-3661	52	9	and	and	CCONJ
sc-3661	52	10	development	development	NOUN
sc-3661	52	11	that	that	PRON
sc-3661	52	12	are	be	AUX
sc-3661	52	13	driven	drive	VERB
sc-3661	52	14	by	by	ADP
sc-3661	52	15	the	the	DET
sc-3661	52	16	business	business	NOUN
sc-3661	52	17	domain	domain	NOUN
sc-3661	52	18	.	.	PUNCT
sc-3661	53	1	however	however	ADV
sc-3661	53	2	,	,	PUNCT
sc-3661	53	3	it	it	PRON
sc-3661	53	4	should	should	AUX
sc-3661	53	5	be	be	AUX
sc-3661	53	6	noted	note	VERB
sc-3661	53	7	that	that	SCONJ
sc-3661	53	8	microservices	microservice	NOUN
sc-3661	53	9	are	be	AUX
sc-3661	53	10	not	not	PART
sc-3661	53	11	necessarily	necessarily	ADV
sc-3661	53	12	the	the	DET
sc-3661	53	13	right	right	ADJ
sc-3661	53	14	solution	solution	NOUN
sc-3661	53	15	for	for	ADP
sc-3661	53	16	all	all	DET
sc-3661	53	17	cases	case	NOUN
sc-3661	53	18	[	[	X
sc-3661	53	19	15	15	NUM
sc-3661	53	20	]	]	PUNCT
sc-3661	53	21	.	.	PUNCT
sc-3661	54	1	the	the	DET
sc-3661	54	2	use	use	NOUN
sc-3661	54	3	of	of	ADP
sc-3661	54	4	microservices	microservice	NOUN
sc-3661	54	5	requires	require	VERB
sc-3661	54	6	business	business	NOUN
sc-3661	54	7	domain	domain	NOUN
sc-3661	54	8	;	;	PUNCT
sc-3661	54	9	and	and	CCONJ
sc-3661	54	10	knowing	know	VERB
sc-3661	54	11	what	what	PRON
sc-3661	54	12	the	the	DET
sc-3661	54	13	need	need	NOUN
sc-3661	54	14	or	or	CCONJ
sc-3661	54	15	problem	problem	NOUN
sc-3661	54	16	is	be	AUX
sc-3661	54	17	the	the	DET
sc-3661	54	18	goal	goal	NOUN
sc-3661	54	19	to	to	PART
sc-3661	54	20	be	be	AUX
sc-3661	54	21	met	meet	VERB
sc-3661	54	22	,	,	PUNCT
sc-3661	54	23	however	however	ADV
sc-3661	54	24	,	,	PUNCT
sc-3661	54	25	eai	eai	PROPN
sc-3661	54	26	endorsed	endorse	VERB
sc-3661	54	27	transactions	transaction	NOUN
sc-3661	54	28	on	on	ADP
sc-3661	54	29	smart	smart	ADJ
sc-3661	54	30	cities	city	NOUN
sc-3661	54	31	|	|	ADV
sc-3661	54	32	volume	volume	VERB
sc-3661	54	33	7	7	NUM
sc-3661	54	34	|	|	NOUN
sc-3661	54	35	issue	issue	NOUN
sc-3661	54	36	3	3	NUM
sc-3661	54	37	|	|	NOUN
sc-3661	54	38	mlops	mlop	NOUN
sc-3661	54	39	and	and	CCONJ
sc-3661	54	40	microservices	microservice	VERB
sc-3661	54	41	frameworks	framework	NOUN
sc-3661	54	42	in	in	ADP
sc-3661	54	43	the	the	DET
sc-3661	54	44	perspective	perspective	NOUN
sc-3661	54	45	of	of	ADP
sc-3661	54	46	smart	smart	ADJ
sc-3661	54	47	cities	city	NOUN
sc-3661	54	48	3	3	NUM
sc-3661	54	49	microservices	microservice	NOUN
sc-3661	54	50	are	be	AUX
sc-3661	54	51	a	a	DET
sc-3661	54	52	new	new	ADJ
sc-3661	54	53	trend	trend	NOUN
sc-3661	54	54	offering	offer	VERB
sc-3661	54	55	useful	useful	ADJ
sc-3661	54	56	features	feature	NOUN
sc-3661	54	57	in	in	ADP
sc-3661	54	58	services	service	NOUN
sc-3661	54	59	.	.	PUNCT
sc-3661	55	1	the	the	DET
sc-3661	55	2	characteristics	characteristic	NOUN
sc-3661	55	3	of	of	ADP
sc-3661	55	4	microservices	microservice	NOUN
sc-3661	55	5	can	can	AUX
sc-3661	55	6	be	be	AUX
sc-3661	55	7	studied	study	VERB
sc-3661	55	8	as	as	ADP
sc-3661	55	9	quality	quality	NOUN
sc-3661	55	10	attributes	attribute	NOUN
sc-3661	55	11	.	.	PUNCT
sc-3661	56	1	quality	quality	NOUN
sc-3661	56	2	attributes	attribute	NOUN
sc-3661	56	3	will	will	AUX
sc-3661	56	4	determine	determine	VERB
sc-3661	56	5	the	the	DET
sc-3661	56	6	quality	quality	NOUN
sc-3661	56	7	of	of	ADP
sc-3661	56	8	the	the	DET
sc-3661	56	9	architecture	architecture	NOUN
sc-3661	56	10	.	.	PUNCT
sc-3661	57	1	it	it	PRON
sc-3661	57	2	is	be	AUX
sc-3661	57	3	essential	essential	ADJ
sc-3661	57	4	to	to	PART
sc-3661	57	5	evaluate	evaluate	VERB
sc-3661	57	6	architectures	architecture	NOUN
sc-3661	57	7	based	base	VERB
sc-3661	57	8	on	on	ADP
sc-3661	57	9	the	the	DET
sc-3661	57	10	qualities	quality	NOUN
sc-3661	57	11	it	it	PRON
sc-3661	57	12	supports	support	VERB
sc-3661	57	13	in	in	ADP
sc-3661	57	14	order	order	NOUN
sc-3661	57	15	to	to	PART
sc-3661	57	16	guarantee	guarantee	VERB
sc-3661	57	17	that	that	SCONJ
sc-3661	57	18	the	the	DET
sc-3661	57	19	built	build	VERB
sc-3661	57	20	system	system	NOUN
sc-3661	57	21	satisfies	satisfy	VERB
sc-3661	57	22	the	the	DET
sc-3661	57	23	needs	need	NOUN
sc-3661	57	24	of	of	ADP
sc-3661	57	25	stakeholders	stakeholder	NOUN
sc-3661	57	26	[	[	X
sc-3661	57	27	16	16	NUM
sc-3661	57	28	]	]	PUNCT
sc-3661	57	29	.	.	PUNCT
sc-3661	58	1	the	the	DET
sc-3661	58	2	quality	quality	NOUN
sc-3661	58	3	of	of	ADP
sc-3661	58	4	the	the	DET
sc-3661	58	5	microservices	microservice	NOUN
sc-3661	58	6	architecture	architecture	NOUN
sc-3661	58	7	can	can	AUX
sc-3661	58	8	be	be	AUX
sc-3661	58	9	evaluated	evaluate	VERB
sc-3661	58	10	through	through	ADP
sc-3661	58	11	the	the	DET
sc-3661	58	12	application	application	NOUN
sc-3661	58	13	of	of	ADP
sc-3661	58	14	quality	quality	NOUN
sc-3661	58	15	attributes	attribute	NOUN
sc-3661	58	16	.	.	PUNCT
sc-3661	59	1	when	when	SCONJ
sc-3661	59	2	performing	perform	VERB
sc-3661	59	3	a	a	DET
sc-3661	59	4	literature	literature	NOUN
sc-3661	59	5	review	review	NOUN
sc-3661	59	6	on	on	ADP
sc-3661	59	7	microservices	microservice	NOUN
sc-3661	59	8	,	,	PUNCT
sc-3661	59	9	the	the	DET
sc-3661	59	10	main	main	ADJ
sc-3661	59	11	quality	quality	NOUN
sc-3661	59	12	attributes	attribute	NOUN
sc-3661	59	13	are	be	AUX
sc-3661	59	14	:	:	PUNCT
sc-3661	59	15	scalability	scalability	NOUN
sc-3661	59	16	,	,	PUNCT
sc-3661	59	17	independence	independence	NOUN
sc-3661	59	18	,	,	PUNCT
sc-3661	59	19	maintainability	maintainability	NOUN
sc-3661	59	20	,	,	PUNCT
sc-3661	59	21	deployment	deployment	NOUN
sc-3661	59	22	,	,	PUNCT
sc-3661	59	23	diagnostic	diagnostic	ADJ
sc-3661	59	24	management	management	NOUN
sc-3661	59	25	,	,	PUNCT
sc-3661	59	26	modularization	modularization	NOUN
sc-3661	59	27	,	,	PUNCT
sc-3661	59	28	self	self	NOUN
sc-3661	59	29	-	-	PUNCT
sc-3661	59	30	management	management	NOUN
sc-3661	59	31	,	,	PUNCT
sc-3661	59	32	performance	performance	NOUN
sc-3661	59	33	,	,	PUNCT
sc-3661	59	34	reuse	reuse	NOUN
sc-3661	59	35	,	,	PUNCT
sc-3661	59	36	heterogeneous	heterogeneous	ADJ
sc-3661	59	37	technology	technology	NOUN
sc-3661	59	38	,	,	PUNCT
sc-3661	59	39	agility	agility	NOUN
sc-3661	59	40	,	,	PUNCT
sc-3661	59	41	security	security	NOUN
sc-3661	59	42	,	,	PUNCT
sc-3661	59	43	balance	balance	NOUN
sc-3661	59	44	,	,	PUNCT
sc-3661	59	45	organizational	organizational	ADJ
sc-3661	59	46	alignment	alignment	NOUN
sc-3661	59	47	,	,	PUNCT
sc-3661	59	48	open	open	ADJ
sc-3661	59	49	interface	interface	NOUN
sc-3661	59	50	.	.	PUNCT
sc-3661	60	1	as	as	SCONJ
sc-3661	60	2	a	a	DET
sc-3661	60	3	given	give	VERB
sc-3661	60	4	architecture	architecture	NOUN
sc-3661	60	5	for	for	ADP
sc-3661	60	6	microservices	microservice	NOUN
sc-3661	60	7	is	be	AUX
sc-3661	60	8	elaborated	elaborate	VERB
sc-3661	60	9	,	,	PUNCT
sc-3661	60	10	it	it	PRON
sc-3661	60	11	must	must	AUX
sc-3661	60	12	satisfy	satisfy	VERB
sc-3661	60	13	and	and	CCONJ
sc-3661	60	14	improve	improve	VERB
sc-3661	60	15	quality	quality	NOUN
sc-3661	60	16	attributes	attribute	NOUN
sc-3661	60	17	.	.	PUNCT
sc-3661	61	1	if	if	SCONJ
sc-3661	61	2	the	the	DET
sc-3661	61	3	quality	quality	NOUN
sc-3661	61	4	attributes	attribute	NOUN
sc-3661	61	5	are	be	AUX
sc-3661	61	6	acceptable	acceptable	ADJ
sc-3661	61	7	and	and	CCONJ
sc-3661	61	8	conform	conform	VERB
sc-3661	61	9	to	to	PART
sc-3661	61	10	stakeholder	stakeholder	PROPN
sc-3661	61	11	expectations	expectation	NOUN
sc-3661	61	12	,	,	PUNCT
sc-3661	61	13	it	it	PRON
sc-3661	61	14	means	mean	VERB
sc-3661	61	15	that	that	SCONJ
sc-3661	61	16	the	the	DET
sc-3661	61	17	microservices	microservice	NOUN
sc-3661	61	18	architecture	architecture	NOUN
sc-3661	61	19	is	be	AUX
sc-3661	61	20	meeting	meet	VERB
sc-3661	61	21	the	the	DET
sc-3661	61	22	quality	quality	NOUN
sc-3661	61	23	standards	standard	NOUN
sc-3661	61	24	.	.	PUNCT
sc-3661	62	1	2.2	2.2	NUM
sc-3661	62	2	.	.	PUNCT
sc-3661	62	3	machine	machine	NOUN
sc-3661	62	4	learning	learn	VERB
sc-3661	62	5	statistics	statistic	NOUN
sc-3661	62	6	and	and	CCONJ
sc-3661	62	7	computer	computer	NOUN
sc-3661	62	8	science	science	NOUN
sc-3661	62	9	can	can	AUX
sc-3661	62	10	be	be	AUX
sc-3661	62	11	considered	consider	VERB
sc-3661	62	12	two	two	NUM
sc-3661	62	13	of	of	ADP
sc-3661	62	14	the	the	DET
sc-3661	62	15	main	main	ADJ
sc-3661	62	16	disciplines	discipline	NOUN
sc-3661	62	17	that	that	PRON
sc-3661	62	18	make	make	VERB
sc-3661	62	19	up	up	ADP
sc-3661	62	20	machine	machine	NOUN
sc-3661	62	21	learning	learning	NOUN
sc-3661	62	22	(	(	PUNCT
sc-3661	62	23	ml	ml	NOUN
sc-3661	62	24	)	)	PUNCT
sc-3661	62	25	.	.	PUNCT
sc-3661	63	1	ml	ml	PROPN
sc-3661	63	2	is	be	AUX
sc-3661	63	3	an	an	DET
sc-3661	63	4	area	area	NOUN
sc-3661	63	5	of	of	ADP
sc-3661	63	6	study	study	NOUN
sc-3661	63	7	and	and	CCONJ
sc-3661	63	8	multidisciplinary	multidisciplinary	ADJ
sc-3661	63	9	research	research	NOUN
sc-3661	63	10	that	that	PRON
sc-3661	63	11	may	may	AUX
sc-3661	63	12	belong	belong	VERB
sc-3661	63	13	to	to	ADP
sc-3661	63	14	applications	application	NOUN
sc-3661	63	15	of	of	ADP
sc-3661	63	16	different	different	ADJ
sc-3661	63	17	organizations	organization	NOUN
sc-3661	63	18	that	that	PRON
sc-3661	63	19	currently	currently	ADV
sc-3661	63	20	use	use	VERB
sc-3661	63	21	data	data	NOUN
sc-3661	63	22	intelligence	intelligence	NOUN
sc-3661	63	23	for	for	ADP
sc-3661	63	24	their	their	PRON
sc-3661	63	25	goals	goal	NOUN
sc-3661	63	26	.	.	PUNCT
sc-3661	64	1	a	a	DET
sc-3661	64	2	relevant	relevant	ADJ
sc-3661	64	3	feature	feature	NOUN
sc-3661	64	4	that	that	PRON
sc-3661	64	5	stems	stem	VERB
sc-3661	64	6	from	from	ADP
sc-3661	64	7	the	the	DET
sc-3661	64	8	conceptualization	conceptualization	NOUN
sc-3661	64	9	of	of	ADP
sc-3661	64	10	ml	ml	NOUN
sc-3661	64	11	is	be	AUX
sc-3661	64	12	the	the	DET
sc-3661	64	13	goal	goal	NOUN
sc-3661	64	14	of	of	ADP
sc-3661	64	15	simulating	simulate	VERB
sc-3661	64	16	human	human	ADJ
sc-3661	64	17	learning	learning	NOUN
sc-3661	64	18	activities	activity	NOUN
sc-3661	64	19	through	through	ADP
sc-3661	64	20	the	the	DET
sc-3661	64	21	computer	computer	NOUN
sc-3661	64	22	.	.	PUNCT
sc-3661	65	1	this	this	DET
sc-3661	65	2	feature	feature	NOUN
sc-3661	65	3	plays	play	VERB
sc-3661	65	4	a	a	DET
sc-3661	65	5	key	key	ADJ
sc-3661	65	6	role	role	NOUN
sc-3661	65	7	in	in	ADP
sc-3661	65	8	pattern	pattern	NOUN
sc-3661	65	9	recognition	recognition	NOUN
sc-3661	65	10	,	,	PUNCT
sc-3661	65	11	operational	operational	ADJ
sc-3661	65	12	research	research	NOUN
sc-3661	65	13	,	,	PUNCT
sc-3661	65	14	data	datum	NOUN
sc-3661	65	15	analysis	analysis	NOUN
sc-3661	65	16	,	,	PUNCT
sc-3661	65	17	optimization	optimization	NOUN
sc-3661	65	18	problem	problem	NOUN
sc-3661	65	19	solutions	solution	NOUN
sc-3661	65	20	and	and	CCONJ
sc-3661	65	21	proposed	propose	VERB
sc-3661	65	22	algorithms	algorithm	NOUN
sc-3661	65	23	for	for	ADP
sc-3661	65	24	information	information	NOUN
sc-3661	65	25	extraction	extraction	NOUN
sc-3661	65	26	and	and	CCONJ
sc-3661	65	27	knowledge	knowledge	NOUN
sc-3661	65	28	generation	generation	NOUN
sc-3661	65	29	.	.	PUNCT
sc-3661	66	1	machine	machine	NOUN
sc-3661	66	2	learning	learning	NOUN
sc-3661	66	3	refers	refer	VERB
sc-3661	66	4	to	to	ADP
sc-3661	66	5	a	a	DET
sc-3661	66	6	set	set	NOUN
sc-3661	66	7	of	of	ADP
sc-3661	66	8	studies	study	NOUN
sc-3661	66	9	in	in	ADP
sc-3661	66	10	which	which	PRON
sc-3661	66	11	the	the	DET
sc-3661	66	12	objective	objective	NOUN
sc-3661	66	13	is	be	AUX
sc-3661	66	14	the	the	DET
sc-3661	66	15	use	use	NOUN
sc-3661	66	16	of	of	ADP
sc-3661	66	17	computers	computer	NOUN
sc-3661	66	18	in	in	ADP
sc-3661	66	19	simulations	simulation	NOUN
sc-3661	66	20	of	of	ADP
sc-3661	66	21	activities	activity	NOUN
sc-3661	66	22	like	like	ADP
sc-3661	66	23	human	human	ADJ
sc-3661	66	24	learning	learning	NOUN
sc-3661	66	25	,	,	PUNCT
sc-3661	66	26	as	as	ADV
sc-3661	66	27	well	well	ADV
sc-3661	66	28	as	as	ADP
sc-3661	66	29	the	the	DET
sc-3661	66	30	search	search	NOUN
sc-3661	66	31	to	to	PART
sc-3661	66	32	study	study	VERB
sc-3661	66	33	methods	method	NOUN
sc-3661	66	34	of	of	ADP
sc-3661	66	35	self	self	NOUN
sc-3661	66	36	-	-	PUNCT
sc-3661	66	37	improvement	improvement	NOUN
sc-3661	66	38	of	of	ADP
sc-3661	66	39	computers	computer	NOUN
sc-3661	66	40	to	to	PART
sc-3661	66	41	obtain	obtain	VERB
sc-3661	66	42	knowledge	knowledge	NOUN
sc-3661	66	43	and	and	CCONJ
sc-3661	66	44	skills	skill	NOUN
sc-3661	66	45	,	,	PUNCT
sc-3661	66	46	being	be	AUX
sc-3661	66	47	possible	possible	ADJ
sc-3661	66	48	identify	identify	VERB
sc-3661	66	49	existing	existing	ADJ
sc-3661	66	50	knowledge	knowledge	NOUN
sc-3661	66	51	,	,	PUNCT
sc-3661	66	52	improving	improve	VERB
sc-3661	66	53	the	the	DET
sc-3661	66	54	objective	objective	NOUN
sc-3661	66	55	and	and	CCONJ
sc-3661	66	56	performance	performance	NOUN
sc-3661	66	57	of	of	ADP
sc-3661	66	58	ml	ml	ADP
sc-3661	66	59	algorithms	algorithms	NOUN
sc-3661	66	60	[	[	X
sc-3661	66	61	17	17	NUM
sc-3661	66	62	]	]	PUNCT
sc-3661	66	63	.	.	PUNCT
sc-3661	67	1	ml	ml	AUX
sc-3661	67	2	aims	aim	VERB
sc-3661	67	3	to	to	PART
sc-3661	67	4	perform	perform	VERB
sc-3661	67	5	model	model	NOUN
sc-3661	67	6	training	training	NOUN
sc-3661	67	7	,	,	PUNCT
sc-3661	67	8	focused	focus	VERB
sc-3661	67	9	on	on	ADP
sc-3661	67	10	solving	solve	VERB
sc-3661	67	11	applied	apply	VERB
sc-3661	67	12	activities	activity	NOUN
sc-3661	67	13	,	,	PUNCT
sc-3661	67	14	constituting	constitute	VERB
sc-3661	67	15	a	a	DET
sc-3661	67	16	segment	segment	NOUN
sc-3661	67	17	of	of	ADP
sc-3661	67	18	artificial	artificial	ADJ
sc-3661	67	19	intelligence	intelligence	NOUN
sc-3661	67	20	(	(	PUNCT
sc-3661	67	21	ai	ai	NOUN
sc-3661	67	22	)	)	PUNCT
sc-3661	67	23	with	with	ADP
sc-3661	67	24	relevance	relevance	NOUN
sc-3661	67	25	in	in	ADP
sc-3661	67	26	the	the	DET
sc-3661	67	27	evolution	evolution	NOUN
sc-3661	67	28	and	and	CCONJ
sc-3661	67	29	improvement	improvement	NOUN
sc-3661	67	30	of	of	ADP
sc-3661	67	31	technologies	technology	NOUN
sc-3661	67	32	[	[	X
sc-3661	67	33	18	18	NUM
sc-3661	67	34	]	]	PUNCT
sc-3661	67	35	.	.	PUNCT
sc-3661	68	1	in	in	ADP
sc-3661	68	2	general	general	ADJ
sc-3661	68	3	,	,	PUNCT
sc-3661	68	4	solutions	solution	NOUN
sc-3661	68	5	involving	involve	VERB
sc-3661	68	6	ml	ml	ADP
sc-3661	68	7	algorithms	algorithm	NOUN
sc-3661	68	8	have	have	VERB
sc-3661	68	9	data	datum	NOUN
sc-3661	68	10	divided	divide	VERB
sc-3661	68	11	into	into	ADP
sc-3661	68	12	subsets	subset	NOUN
sc-3661	68	13	,	,	PUNCT
sc-3661	68	14	a	a	DET
sc-3661	68	15	training	training	NOUN
sc-3661	68	16	subset	subset	NOUN
sc-3661	68	17	aims	aim	VERB
sc-3661	68	18	to	to	PART
sc-3661	68	19	allow	allow	VERB
sc-3661	68	20	learning	learning	NOUN
sc-3661	68	21	,	,	PUNCT
sc-3661	68	22	through	through	ADP
sc-3661	68	23	what	what	PRON
sc-3661	68	24	is	be	AUX
sc-3661	68	25	called	call	VERB
sc-3661	68	26	training	training	NOUN
sc-3661	68	27	;	;	PUNCT
sc-3661	68	28	and	and	CCONJ
sc-3661	68	29	another	another	DET
sc-3661	68	30	test	test	NOUN
sc-3661	68	31	subset	subset	NOUN
sc-3661	68	32	,	,	PUNCT
sc-3661	68	33	which	which	PRON
sc-3661	68	34	aims	aim	VERB
sc-3661	68	35	to	to	PART
sc-3661	68	36	verify	verify	VERB
sc-3661	68	37	how	how	SCONJ
sc-3661	68	38	effective	effective	ADJ
sc-3661	68	39	the	the	DET
sc-3661	68	40	learning	learning	NOUN
sc-3661	68	41	steps	step	NOUN
sc-3661	68	42	were	be	AUX
sc-3661	68	43	during	during	ADP
sc-3661	68	44	training	training	NOUN
sc-3661	68	45	.	.	PUNCT
sc-3661	69	1	there	there	PRON
sc-3661	69	2	are	be	VERB
sc-3661	69	3	different	different	ADJ
sc-3661	69	4	types	type	NOUN
sc-3661	69	5	of	of	ADP
sc-3661	69	6	algorithms	algorithm	NOUN
sc-3661	69	7	for	for	ADP
sc-3661	69	8	performing	perform	VERB
sc-3661	69	9	ml	ml	ADP
sc-3661	69	10	tasks	task	NOUN
sc-3661	69	11	that	that	PRON
sc-3661	69	12	can	can	AUX
sc-3661	69	13	be	be	AUX
sc-3661	69	14	categorized	categorize	VERB
sc-3661	69	15	according	accord	VERB
sc-3661	69	16	to	to	ADP
sc-3661	69	17	their	their	PRON
sc-3661	69	18	goals	goal	NOUN
sc-3661	69	19	and	and	CCONJ
sc-3661	69	20	purposes	purpose	NOUN
sc-3661	69	21	,	,	PUNCT
sc-3661	69	22	as	as	ADV
sc-3661	69	23	well	well	ADV
sc-3661	69	24	as	as	ADP
sc-3661	69	25	the	the	DET
sc-3661	69	26	way	way	NOUN
sc-3661	69	27	they	they	PRON
sc-3661	69	28	are	be	AUX
sc-3661	69	29	operated	operate	VERB
sc-3661	69	30	.	.	PUNCT
sc-3661	70	1	these	these	DET
sc-3661	70	2	algorithms	algorithm	NOUN
sc-3661	70	3	can	can	AUX
sc-3661	70	4	sometimes	sometimes	ADV
sc-3661	70	5	rely	rely	VERB
sc-3661	70	6	on	on	ADP
sc-3661	70	7	labelled	label	VERB
sc-3661	70	8	data	datum	NOUN
sc-3661	70	9	,	,	PUNCT
sc-3661	70	10	where	where	SCONJ
sc-3661	70	11	labelled	label	VERB
sc-3661	70	12	data	data	NOUN
sc-3661	70	13	is	be	AUX
sc-3661	70	14	data	datum	NOUN
sc-3661	70	15	that	that	PRON
sc-3661	70	16	has	have	VERB
sc-3661	70	17	some	some	DET
sc-3661	70	18	description	description	NOUN
sc-3661	70	19	of	of	ADP
sc-3661	70	20	what	what	PRON
sc-3661	70	21	it	it	PRON
sc-3661	70	22	represents	represent	VERB
sc-3661	70	23	.	.	PUNCT
sc-3661	71	1	these	these	DET
sc-3661	71	2	representations	representation	NOUN
sc-3661	71	3	could	could	AUX
sc-3661	71	4	be	be	AUX
sc-3661	71	5	,	,	PUNCT
sc-3661	71	6	for	for	ADP
sc-3661	71	7	example	example	NOUN
sc-3661	71	8	,	,	PUNCT
sc-3661	71	9	age	age	NOUN
sc-3661	71	10	,	,	PUNCT
sc-3661	71	11	name	name	NOUN
sc-3661	71	12	,	,	PUNCT
sc-3661	71	13	weight	weight	NOUN
sc-3661	71	14	,	,	PUNCT
sc-3661	71	15	and	and	CCONJ
sc-3661	71	16	height	height	NOUN
sc-3661	71	17	labels	label	NOUN
sc-3661	71	18	could	could	AUX
sc-3661	71	19	be	be	AUX
sc-3661	71	20	database	database	NOUN
sc-3661	71	21	table	table	NOUN
sc-3661	71	22	headers	header	NOUN
sc-3661	71	23	.	.	PUNCT
sc-3661	72	1	thus	thus	ADV
sc-3661	72	2	,	,	PUNCT
sc-3661	72	3	given	give	VERB
sc-3661	72	4	their	their	PRON
sc-3661	72	5	respective	respective	ADJ
sc-3661	72	6	specificities	specificity	NOUN
sc-3661	72	7	,	,	PUNCT
sc-3661	72	8	ml	ml	ADP
sc-3661	72	9	algorithms	algorithm	NOUN
sc-3661	72	10	are	be	AUX
sc-3661	72	11	grouped	group	VERB
sc-3661	72	12	as	as	ADP
sc-3661	72	13	[	[	X
sc-3661	72	14	19	19	NUM
sc-3661	72	15	]	]	NUM
sc-3661	72	16	:	:	PUNCT
sc-3661	72	17	(	(	PUNCT
sc-3661	72	18	i	i	NOUN
sc-3661	72	19	)	)	PUNCT
sc-3661	72	20	supervised	supervise	VERB
sc-3661	72	21	learning	learning	NOUN
sc-3661	72	22	:	:	PUNCT
sc-3661	72	23	characterized	characterize	VERB
sc-3661	72	24	by	by	ADP
sc-3661	72	25	generating	generate	VERB
sc-3661	72	26	a	a	DET
sc-3661	72	27	function	function	NOUN
sc-3661	72	28	that	that	PRON
sc-3661	72	29	performs	perform	VERB
sc-3661	72	30	the	the	DET
sc-3661	72	31	mapping	mapping	NOUN
sc-3661	72	32	of	of	ADP
sc-3661	72	33	a	a	DET
sc-3661	72	34	set	set	NOUN
sc-3661	72	35	of	of	ADP
sc-3661	72	36	inputs	input	NOUN
sc-3661	72	37	,	,	PUNCT
sc-3661	72	38	later	later	ADV
sc-3661	72	39	providing	provide	VERB
sc-3661	72	40	a	a	DET
sc-3661	72	41	desired	desire	VERB
sc-3661	72	42	output	output	NOUN
sc-3661	72	43	.	.	PUNCT
sc-3661	73	1	algorithms	algorithm	NOUN
sc-3661	73	2	that	that	PRON
sc-3661	73	3	use	use	VERB
sc-3661	73	4	the	the	DET
sc-3661	73	5	model	model	NOUN
sc-3661	73	6	of	of	ADP
sc-3661	73	7	supervised	supervised	ADJ
sc-3661	73	8	learning	learning	NOUN
sc-3661	73	9	are	be	AUX
sc-3661	73	10	generally	generally	ADV
sc-3661	73	11	used	use	VERB
sc-3661	73	12	in	in	ADP
sc-3661	73	13	classification	classification	NOUN
sc-3661	73	14	problems	problem	NOUN
sc-3661	73	15	.	.	PUNCT
sc-3661	74	1	this	this	DET
sc-3661	74	2	algorithm	algorithm	NOUN
sc-3661	74	3	is	be	AUX
sc-3661	74	4	conditioned	condition	VERB
sc-3661	74	5	to	to	PART
sc-3661	74	6	learn	learn	VERB
sc-3661	74	7	in	in	ADP
sc-3661	74	8	order	order	NOUN
sc-3661	74	9	to	to	PART
sc-3661	74	10	approximate	approximate	VERB
sc-3661	74	11	the	the	DET
sc-3661	74	12	expected	expect	VERB
sc-3661	74	13	behaviour	behaviour	NOUN
sc-3661	74	14	of	of	ADP
sc-3661	74	15	a	a	DET
sc-3661	74	16	function	function	NOUN
sc-3661	74	17	.	.	PUNCT
sc-3661	75	1	(	(	PUNCT
sc-3661	75	2	ii	ii	NOUN
sc-3661	75	3	)	)	PUNCT
sc-3661	75	4	unsupervised	unsupervised	ADJ
sc-3661	75	5	learning	learning	NOUN
sc-3661	75	6	:	:	PUNCT
sc-3661	75	7	given	give	VERB
sc-3661	75	8	a	a	DET
sc-3661	75	9	set	set	NOUN
sc-3661	75	10	of	of	ADP
sc-3661	75	11	inputs	input	NOUN
sc-3661	75	12	where	where	SCONJ
sc-3661	75	13	there	there	PRON
sc-3661	75	14	are	be	VERB
sc-3661	75	15	no	no	DET
sc-3661	75	16	labelled	label	VERB
sc-3661	75	17	examples	example	NOUN
sc-3661	75	18	,	,	PUNCT
sc-3661	75	19	algorithms	algorithm	NOUN
sc-3661	75	20	that	that	PRON
sc-3661	75	21	use	use	VERB
sc-3661	75	22	the	the	DET
sc-3661	75	23	unsupervised	unsupervised	ADJ
sc-3661	75	24	learning	learning	NOUN
sc-3661	75	25	model	model	NOUN
sc-3661	75	26	are	be	AUX
sc-3661	75	27	generally	generally	ADV
sc-3661	75	28	used	use	VERB
sc-3661	75	29	,	,	PUNCT
sc-3661	75	30	responsible	responsible	ADJ
sc-3661	75	31	for	for	ADP
sc-3661	75	32	modelling	model	VERB
sc-3661	75	33	the	the	DET
sc-3661	75	34	set	set	NOUN
sc-3661	75	35	of	of	ADP
sc-3661	75	36	inputs	input	NOUN
sc-3661	75	37	.	.	PUNCT
sc-3661	76	1	(	(	PUNCT
sc-3661	76	2	iii	iii	NOUN
sc-3661	76	3	)	)	PUNCT
sc-3661	76	4	semi	semi	ADJ
sc-3661	76	5	-	-	ADJ
sc-3661	76	6	supervised	supervised	ADJ
sc-3661	76	7	learning	learning	NOUN
sc-3661	76	8	:	:	PUNCT
sc-3661	76	9	are	be	AUX
sc-3661	76	10	characterized	characterize	VERB
sc-3661	76	11	by	by	ADP
sc-3661	76	12	using	use	VERB
sc-3661	76	13	examples	example	NOUN
sc-3661	76	14	of	of	ADP
sc-3661	76	15	labelled	label	VERB
sc-3661	76	16	and	and	CCONJ
sc-3661	76	17	unlabelled	unlabelled	ADJ
sc-3661	76	18	data	datum	NOUN
sc-3661	76	19	in	in	ADP
sc-3661	76	20	order	order	NOUN
sc-3661	76	21	to	to	PART
sc-3661	76	22	generate	generate	VERB
sc-3661	76	23	and	and	CCONJ
sc-3661	76	24	provide	provide	VERB
sc-3661	76	25	an	an	DET
sc-3661	76	26	appropriate	appropriate	ADJ
sc-3661	76	27	function	function	NOUN
sc-3661	76	28	or	or	CCONJ
sc-3661	76	29	classification	classification	NOUN
sc-3661	76	30	.	.	PUNCT
sc-3661	77	1	algorithms	algorithm	NOUN
sc-3661	77	2	that	that	PRON
sc-3661	77	3	use	use	VERB
sc-3661	77	4	semi	semi	ADJ
sc-3661	77	5	-	-	ADJ
sc-3661	77	6	supervised	supervised	ADJ
sc-3661	77	7	learning	learning	NOUN
sc-3661	77	8	models	model	NOUN
sc-3661	77	9	also	also	ADV
sc-3661	77	10	have	have	VERB
sc-3661	77	11	some	some	DET
sc-3661	77	12	characteristics	characteristic	NOUN
sc-3661	77	13	of	of	ADP
sc-3661	77	14	supervised	supervised	ADJ
sc-3661	77	15	learning	learning	NOUN
sc-3661	77	16	algorithms	algorithm	NOUN
sc-3661	77	17	.	.	PUNCT
sc-3661	78	1	(	(	PUNCT
sc-3661	78	2	iv	iv	X
sc-3661	78	3	)	)	PUNCT
sc-3661	78	4	reinforcement	reinforcement	NOUN
sc-3661	78	5	learning	learning	NOUN
sc-3661	78	6	:	:	PUNCT
sc-3661	78	7	algorithms	algorithm	NOUN
sc-3661	78	8	that	that	PRON
sc-3661	78	9	use	use	VERB
sc-3661	78	10	reinforcement	reinforcement	NOUN
sc-3661	78	11	learning	learning	NOUN
sc-3661	78	12	models	model	NOUN
sc-3661	78	13	are	be	AUX
sc-3661	78	14	characterized	characterize	VERB
sc-3661	78	15	by	by	ADP
sc-3661	78	16	learning	learn	VERB
sc-3661	78	17	from	from	ADP
sc-3661	78	18	rules	rule	NOUN
sc-3661	78	19	.	.	PUNCT
sc-3661	79	1	these	these	DET
sc-3661	79	2	rules	rule	NOUN
sc-3661	79	3	will	will	AUX
sc-3661	79	4	define	define	VERB
sc-3661	79	5	how	how	SCONJ
sc-3661	79	6	the	the	DET
sc-3661	79	7	algorithm	algorithm	NOUN
sc-3661	79	8	should	should	AUX
sc-3661	79	9	act	act	VERB
sc-3661	79	10	based	base	VERB
sc-3661	79	11	on	on	ADP
sc-3661	79	12	external	external	ADJ
sc-3661	79	13	information	information	NOUN
sc-3661	79	14	,	,	PUNCT
sc-3661	79	15	such	such	ADJ
sc-3661	79	16	as	as	ADP
sc-3661	79	17	observation	observation	NOUN
sc-3661	79	18	.	.	PUNCT
sc-3661	80	1	in	in	ADP
sc-3661	80	2	each	each	DET
sc-3661	80	3	action	action	NOUN
sc-3661	80	4	,	,	PUNCT
sc-3661	80	5	there	there	PRON
sc-3661	80	6	is	be	VERB
sc-3661	80	7	an	an	DET
sc-3661	80	8	external	external	ADJ
sc-3661	80	9	impact	impact	NOUN
sc-3661	80	10	on	on	ADP
sc-3661	80	11	the	the	DET
sc-3661	80	12	environment	environment	NOUN
sc-3661	80	13	,	,	PUNCT
sc-3661	80	14	where	where	SCONJ
sc-3661	80	15	the	the	DET
sc-3661	80	16	external	external	ADJ
sc-3661	80	17	environment	environment	NOUN
sc-3661	80	18	,	,	PUNCT
sc-3661	80	19	on	on	ADP
sc-3661	80	20	the	the	DET
sc-3661	80	21	other	other	ADJ
sc-3661	80	22	hand	hand	NOUN
sc-3661	80	23	,	,	PUNCT
sc-3661	80	24	provides	provide	VERB
sc-3661	80	25	the	the	DET
sc-3661	80	26	answers	answer	NOUN
sc-3661	80	27	to	to	ADP
sc-3661	80	28	the	the	DET
sc-3661	80	29	algorithm	algorithm	NOUN
sc-3661	80	30	.	.	PUNCT
sc-3661	81	1	(	(	PUNCT
sc-3661	81	2	v	v	NOUN
sc-3661	81	3	)	)	PUNCT
sc-3661	81	4	transduction	transduction	NOUN
sc-3661	81	5	:	:	PUNCT
sc-3661	81	6	these	these	DET
sc-3661	81	7	models	model	NOUN
sc-3661	81	8	seek	seek	VERB
sc-3661	81	9	to	to	PART
sc-3661	81	10	predict	predict	VERB
sc-3661	81	11	new	new	ADJ
sc-3661	81	12	outputs	output	NOUN
sc-3661	81	13	,	,	PUNCT
sc-3661	81	14	something	something	PRON
sc-3661	81	15	very	very	ADV
sc-3661	81	16	similar	similar	ADJ
sc-3661	81	17	to	to	ADP
sc-3661	81	18	what	what	PRON
sc-3661	81	19	is	be	AUX
sc-3661	81	20	done	do	VERB
sc-3661	81	21	in	in	ADP
sc-3661	81	22	supervised	supervised	ADJ
sc-3661	81	23	learning	learning	NOUN
sc-3661	81	24	models	model	NOUN
sc-3661	81	25	,	,	PUNCT
sc-3661	81	26	however	however	ADV
sc-3661	81	27	,	,	PUNCT
sc-3661	81	28	different	different	ADJ
sc-3661	81	29	from	from	ADP
sc-3661	81	30	supervised	supervised	ADJ
sc-3661	81	31	learning	learning	NOUN
sc-3661	81	32	.	.	PUNCT
sc-3661	82	1	transduction	transduction	NOUN
sc-3661	82	2	do	do	AUX
sc-3661	82	3	not	not	PART
sc-3661	82	4	directly	directly	ADV
sc-3661	82	5	and	and	CCONJ
sc-3661	82	6	explicitly	explicitly	ADV
sc-3661	82	7	build	build	VERB
sc-3661	82	8	a	a	DET
sc-3661	82	9	function	function	NOUN
sc-3661	82	10	with	with	ADP
sc-3661	82	11	an	an	DET
sc-3661	82	12	expected	expect	VERB
sc-3661	82	13	behaviour	behaviour	NOUN
sc-3661	82	14	,	,	PUNCT
sc-3661	82	15	this	this	DET
sc-3661	82	16	model	model	NOUN
sc-3661	82	17	to	to	PART
sc-3661	82	18	perform	perform	VERB
sc-3661	82	19	the	the	DET
sc-3661	82	20	prediction	prediction	NOUN
sc-3661	82	21	of	of	ADP
sc-3661	82	22	the	the	DET
sc-3661	82	23	new	new	ADJ
sc-3661	82	24	outputs	output	NOUN
sc-3661	82	25	,	,	PUNCT
sc-3661	82	26	uses	use	VERB
sc-3661	82	27	the	the	DET
sc-3661	82	28	inputs	input	NOUN
sc-3661	82	29	that	that	PRON
sc-3661	82	30	are	be	AUX
sc-3661	82	31	trained	train	VERB
sc-3661	82	32	,	,	PUNCT
sc-3661	82	33	the	the	DET
sc-3661	82	34	training	training	NOUN
sc-3661	82	35	outputs	output	NOUN
sc-3661	82	36	,	,	PUNCT
sc-3661	82	37	as	as	ADV
sc-3661	82	38	well	well	ADV
sc-3661	82	39	as	as	ADP
sc-3661	82	40	new	new	ADJ
sc-3661	82	41	inputs	input	NOUN
sc-3661	82	42	.	.	PUNCT
sc-3661	83	1	2.3	2.3	NUM
sc-3661	83	2	.	.	PUNCT
sc-3661	83	3	machine	machine	NOUN
sc-3661	83	4	learning	learn	VERB
sc-3661	83	5	operations	operation	NOUN
sc-3661	83	6	(	(	PUNCT
sc-3661	83	7	mlops	mlop	NOUN
sc-3661	83	8	)	)	PUNCT
sc-3661	83	9	mlops	mlop	NOUN
sc-3661	83	10	is	be	AUX
sc-3661	83	11	related	relate	VERB
sc-3661	83	12	to	to	ADP
sc-3661	83	13	important	important	ADJ
sc-3661	83	14	areas	area	NOUN
sc-3661	83	15	of	of	ADP
sc-3661	83	16	study	study	NOUN
sc-3661	83	17	that	that	PRON
sc-3661	83	18	contribute	contribute	VERB
sc-3661	83	19	to	to	ADP
sc-3661	83	20	its	its	PRON
sc-3661	83	21	conceptualization	conceptualization	NOUN
sc-3661	83	22	.	.	PUNCT
sc-3661	84	1	the	the	DET
sc-3661	84	2	main	main	ADJ
sc-3661	84	3	areas	area	NOUN
sc-3661	84	4	of	of	ADP
sc-3661	84	5	study	study	NOUN
sc-3661	84	6	are	be	AUX
sc-3661	84	7	ml	ml	NOUN
sc-3661	84	8	,	,	PUNCT
sc-3661	84	9	devops	devop	NOUN
sc-3661	84	10	and	and	CCONJ
sc-3661	84	11	data	datum	NOUN
sc-3661	84	12	engineering	engineering	NOUN
sc-3661	84	13	:	:	PUNCT
sc-3661	84	14	(	(	PUNCT
sc-3661	84	15	i	i	NOUN
sc-3661	84	16	)	)	PUNCT
sc-3661	84	17	machine	machine	NOUN
sc-3661	84	18	learning	learning	NOUN
sc-3661	84	19	,	,	PUNCT
sc-3661	84	20	which	which	PRON
sc-3661	84	21	refers	refer	VERB
sc-3661	84	22	to	to	ADP
sc-3661	84	23	computational	computational	ADJ
sc-3661	84	24	models	model	NOUN
sc-3661	84	25	based	base	VERB
sc-3661	84	26	on	on	ADP
sc-3661	84	27	experience	experience	NOUN
sc-3661	84	28	that	that	PRON
sc-3661	84	29	aim	aim	VERB
sc-3661	84	30	to	to	PART
sc-3661	84	31	improve	improve	VERB
sc-3661	84	32	performance	performance	NOUN
sc-3661	84	33	or	or	CCONJ
sc-3661	84	34	even	even	ADV
sc-3661	84	35	make	make	VERB
sc-3661	84	36	accurate	accurate	ADJ
sc-3661	84	37	predictions	prediction	NOUN
sc-3661	84	38	.	.	PUNCT
sc-3661	85	1	experience	experience	NOUN
sc-3661	85	2	as	as	ADP
sc-3661	85	3	refers	refer	NOUN
sc-3661	85	4	to	to	ADP
sc-3661	85	5	a	a	DET
sc-3661	85	6	set	set	NOUN
sc-3661	85	7	of	of	ADP
sc-3661	85	8	data	datum	NOUN
sc-3661	85	9	that	that	PRON
sc-3661	85	10	is	be	AUX
sc-3661	85	11	used	use	VERB
sc-3661	85	12	for	for	ADP
sc-3661	85	13	the	the	DET
sc-3661	85	14	learning	learning	NOUN
sc-3661	85	15	step	step	NOUN
sc-3661	85	16	.	.	PUNCT
sc-3661	86	1	generally	generally	ADV
sc-3661	86	2	,	,	PUNCT
sc-3661	86	3	these	these	DET
sc-3661	86	4	data	datum	NOUN
sc-3661	86	5	are	be	AUX
sc-3661	86	6	also	also	ADV
sc-3661	86	7	used	use	VERB
sc-3661	86	8	for	for	ADP
sc-3661	86	9	analysis	analysis	NOUN
sc-3661	86	10	purposes	purpose	NOUN
sc-3661	86	11	[	[	X
sc-3661	86	12	20	20	NUM
sc-3661	86	13	]	]	PUNCT
sc-3661	86	14	.	.	PUNCT
sc-3661	87	1	(	(	PUNCT
sc-3661	87	2	ii	ii	NOUN
sc-3661	87	3	)	)	PUNCT
sc-3661	87	4	devops	devop	NOUN
sc-3661	87	5	:	:	PUNCT
sc-3661	87	6	set	set	NOUN
sc-3661	87	7	of	of	ADP
sc-3661	87	8	collaborative	collaborative	ADJ
sc-3661	87	9	practices	practice	NOUN
sc-3661	87	10	that	that	PRON
sc-3661	87	11	employ	employ	VERB
sc-3661	87	12	multidisciplinary	multidisciplinary	NOUN
sc-3661	87	13	with	with	ADP
sc-3661	87	14	the	the	DET
sc-3661	87	15	objective	objective	NOUN
sc-3661	87	16	of	of	ADP
sc-3661	87	17	automating	automate	VERB
sc-3661	87	18	software	software	NOUN
sc-3661	87	19	development	development	NOUN
sc-3661	87	20	through	through	ADP
sc-3661	87	21	continuous	continuous	ADJ
sc-3661	87	22	deliveries	delivery	NOUN
sc-3661	87	23	based	base	VERB
sc-3661	87	24	on	on	ADP
sc-3661	87	25	versioning	versioning	NOUN
sc-3661	87	26	,	,	PUNCT
sc-3661	87	27	guarantee	guarantee	NOUN
sc-3661	87	28	of	of	ADP
sc-3661	87	29	corrections	correction	NOUN
sc-3661	87	30	;	;	PUNCT
sc-3661	87	31	making	make	VERB
sc-3661	87	32	the	the	DET
sc-3661	87	33	developed	develop	VERB
sc-3661	87	34	software	software	NOUN
sc-3661	87	35	more	more	ADV
sc-3661	87	36	reliable	reliable	ADJ
sc-3661	87	37	[	[	X
sc-3661	87	38	21	21	NUM
sc-3661	87	39	]	]	PUNCT
sc-3661	87	40	.	.	PUNCT
sc-3661	88	1	(	(	PUNCT
sc-3661	88	2	iii	iii	X
sc-3661	88	3	)	)	PUNCT
sc-3661	88	4	data	datum	NOUN
sc-3661	88	5	engineering	engineering	NOUN
sc-3661	88	6	:	:	PUNCT
sc-3661	88	7	practices	practice	NOUN
sc-3661	88	8	aimed	aim	VERB
sc-3661	88	9	at	at	ADP
sc-3661	88	10	structuring	structure	VERB
sc-3661	88	11	data	datum	NOUN
sc-3661	88	12	aimed	aim	VERB
sc-3661	88	13	at	at	ADP
sc-3661	88	14	modelling	modelling	NOUN
sc-3661	88	15	and	and	CCONJ
sc-3661	88	16	later	later	ADJ
sc-3661	88	17	use	use	NOUN
sc-3661	88	18	.	.	PUNCT
sc-3661	89	1	data	datum	NOUN
sc-3661	89	2	engineering	engineering	NOUN
sc-3661	89	3	provides	provide	VERB
sc-3661	89	4	data	datum	NOUN
sc-3661	89	5	characterized	characterize	VERB
sc-3661	89	6	by	by	ADP
sc-3661	89	7	having	have	VERB
sc-3661	89	8	the	the	DET
sc-3661	89	9	appropriate	appropriate	ADJ
sc-3661	89	10	quality	quality	NOUN
sc-3661	89	11	for	for	ADP
sc-3661	89	12	the	the	DET
sc-3661	89	13	individuals	individual	NOUN
sc-3661	89	14	who	who	PRON
sc-3661	89	15	will	will	AUX
sc-3661	89	16	use	use	VERB
sc-3661	89	17	them	they	PRON
sc-3661	89	18	[	[	X
sc-3661	89	19	22	22	NUM
sc-3661	89	20	]	]	PUNCT
sc-3661	89	21	.	.	PUNCT
sc-3661	90	1	eai	eai	PROPN
sc-3661	90	2	endorsed	endorse	VERB
sc-3661	90	3	transactions	transaction	NOUN
sc-3661	90	4	on	on	ADP
sc-3661	90	5	smart	smart	ADJ
sc-3661	90	6	cities	city	NOUN
sc-3661	90	7	|	|	ADV
sc-3661	90	8	volume	volume	VERB
sc-3661	90	9	7	7	NUM
sc-3661	90	10	|	|	NOUN
sc-3661	90	11	issue	issue	VERB
sc-3661	90	12	3	3	NUM
sc-3661	90	13	|	|	ADV
sc-3661	90	14	i.	i.	PROPN
sc-3661	90	15	b.	b.	PROPN
sc-3661	90	16	urias	urias	PROPN
sc-3661	90	17	and	and	CCONJ
sc-3661	90	18	r.	r.	PROPN
sc-3661	90	19	rossi	rossi	PROPN
sc-3661	90	20	4	4	NUM
sc-3661	90	21	the	the	DET
sc-3661	90	22	term	term	NOUN
sc-3661	90	23	mlops	mlop	NOUN
sc-3661	90	24	appears	appear	VERB
sc-3661	90	25	as	as	ADP
sc-3661	90	26	a	a	DET
sc-3661	90	27	proposal	proposal	NOUN
sc-3661	90	28	to	to	PART
sc-3661	90	29	unite	unite	VERB
sc-3661	90	30	ml	ml	NOUN
sc-3661	90	31	and	and	CCONJ
sc-3661	90	32	devops	devop	NOUN
sc-3661	90	33	,	,	PUNCT
sc-3661	90	34	however	however	ADV
sc-3661	90	35	,	,	PUNCT
sc-3661	90	36	it	it	PRON
sc-3661	90	37	is	be	AUX
sc-3661	90	38	important	important	ADJ
sc-3661	90	39	to	to	PART
sc-3661	90	40	highlight	highlight	VERB
sc-3661	90	41	that	that	PRON
sc-3661	90	42	,	,	PUNCT
sc-3661	90	43	given	give	VERB
sc-3661	90	44	that	that	SCONJ
sc-3661	90	45	devops	devop	NOUN
sc-3661	90	46	does	do	AUX
sc-3661	90	47	not	not	PART
sc-3661	90	48	have	have	AUX
sc-3661	90	49	an	an	DET
sc-3661	90	50	explicit	explicit	ADJ
sc-3661	90	51	definition	definition	NOUN
sc-3661	90	52	,	,	PUNCT
sc-3661	90	53	it	it	PRON
sc-3661	90	54	presents	present	VERB
sc-3661	90	55	many	many	ADJ
sc-3661	90	56	concepts	concept	NOUN
sc-3661	90	57	to	to	PART
sc-3661	90	58	describe	describe	VERB
sc-3661	90	59	it	it	PRON
sc-3661	90	60	.	.	PUNCT
sc-3661	91	1	devops	devop	NOUN
sc-3661	91	2	is	be	AUX
sc-3661	91	3	considered	consider	VERB
sc-3661	91	4	an	an	DET
sc-3661	91	5	organizational	organizational	ADJ
sc-3661	91	6	approach	approach	NOUN
sc-3661	91	7	that	that	PRON
sc-3661	91	8	enables	enable	VERB
sc-3661	91	9	the	the	DET
sc-3661	91	10	existence	existence	NOUN
sc-3661	91	11	of	of	ADP
sc-3661	91	12	a	a	DET
sc-3661	91	13	collaborative	collaborative	ADJ
sc-3661	91	14	team	team	NOUN
sc-3661	91	15	,	,	PUNCT
sc-3661	91	16	promoting	promote	VERB
sc-3661	91	17	empathy	empathy	NOUN
sc-3661	91	18	between	between	ADP
sc-3661	91	19	individuals	individual	NOUN
sc-3661	91	20	,	,	PUNCT
sc-3661	91	21	focusing	focus	VERB
sc-3661	91	22	on	on	ADP
sc-3661	91	23	development	development	NOUN
sc-3661	91	24	and	and	CCONJ
sc-3661	91	25	operationalization	operationalization	NOUN
sc-3661	91	26	[	[	X
sc-3661	91	27	23	23	NUM
sc-3661	91	28	]	]	PUNCT
sc-3661	91	29	.	.	PUNCT
sc-3661	92	1	consequently	consequently	ADV
sc-3661	92	2	,	,	PUNCT
sc-3661	92	3	mlops	mlop	NOUN
sc-3661	92	4	also	also	ADV
sc-3661	92	5	becomes	become	VERB
sc-3661	92	6	a	a	DET
sc-3661	92	7	term	term	NOUN
sc-3661	92	8	that	that	PRON
sc-3661	92	9	provides	provide	VERB
sc-3661	92	10	a	a	DET
sc-3661	92	11	range	range	NOUN
sc-3661	92	12	of	of	ADP
sc-3661	92	13	conceptualization	conceptualization	NOUN
sc-3661	92	14	possibilities	possibility	NOUN
sc-3661	92	15	.	.	PUNCT
sc-3661	93	1	mlops	mlop	NOUN
sc-3661	93	2	presents	present	VERB
sc-3661	93	3	some	some	DET
sc-3661	93	4	other	other	ADJ
sc-3661	93	5	possible	possible	ADJ
sc-3661	93	6	concepts	concept	NOUN
sc-3661	93	7	:	:	PUNCT
sc-3661	93	8	1	1	NUM
sc-3661	93	9	)	)	PUNCT
sc-3661	93	10	according	accord	VERB
sc-3661	93	11	to	to	ADP
sc-3661	93	12	[	[	X
sc-3661	93	13	24	24	NUM
sc-3661	93	14	]	]	PUNCT
sc-3661	93	15	mlops	mlop	NOUN
sc-3661	93	16	is	be	AUX
sc-3661	93	17	analogous	analogous	ADJ
sc-3661	93	18	to	to	ADP
sc-3661	93	19	devops	devop	NOUN
sc-3661	93	20	in	in	ADP
sc-3661	93	21	some	some	DET
sc-3661	93	22	characteristics	characteristic	NOUN
sc-3661	93	23	,	,	PUNCT
sc-3661	93	24	such	such	ADJ
sc-3661	93	25	as	as	ADP
sc-3661	93	26	allowing	allow	VERB
sc-3661	93	27	software	software	NOUN
sc-3661	93	28	professionals	professional	NOUN
sc-3661	93	29	to	to	PART
sc-3661	93	30	have	have	VERB
sc-3661	93	31	greater	great	ADJ
sc-3661	93	32	efficiency	efficiency	NOUN
sc-3661	93	33	for	for	ADP
sc-3661	93	34	the	the	DET
sc-3661	93	35	development	development	NOUN
sc-3661	93	36	of	of	ADP
sc-3661	93	37	ai	ai	ADJ
sc-3661	93	38	algorithms	algorithm	NOUN
sc-3661	93	39	through	through	ADP
sc-3661	93	40	a	a	DET
sc-3661	93	41	more	more	ADV
sc-3661	93	42	participatory	participatory	ADJ
sc-3661	93	43	collaboration	collaboration	NOUN
sc-3661	93	44	.	.	PUNCT
sc-3661	94	1	mlops	mlop	NOUN
sc-3661	94	2	also	also	ADV
sc-3661	94	3	provides	provide	VERB
sc-3661	94	4	greater	great	ADJ
sc-3661	94	5	efficiency	efficiency	NOUN
sc-3661	94	6	for	for	ADP
sc-3661	94	7	deploying	deploying	NOUN
sc-3661	94	8	,	,	PUNCT
sc-3661	94	9	scaling	scaling	NOUN
sc-3661	94	10	,	,	PUNCT
sc-3661	94	11	monitoring	monitoring	NOUN
sc-3661	94	12	,	,	PUNCT
sc-3661	94	13	and	and	CCONJ
sc-3661	94	14	training	training	NOUN
sc-3661	94	15	ai	ai	VERB
sc-3661	94	16	algorithms	algorithm	NOUN
sc-3661	94	17	;	;	PUNCT
sc-3661	94	18	2	2	X
sc-3661	94	19	)	)	PUNCT
sc-3661	94	20	for	for	ADP
sc-3661	94	21	[	[	X
sc-3661	94	22	25	25	NUM
sc-3661	94	23	]	]	PUNCT
sc-3661	94	24	mlops	mlop	NOUN
sc-3661	94	25	can	can	AUX
sc-3661	94	26	be	be	AUX
sc-3661	94	27	considered	consider	VERB
sc-3661	94	28	a	a	DET
sc-3661	94	29	devops	devop	NOUN
sc-3661	94	30	modality	modality	NOUN
sc-3661	94	31	directed	direct	VERB
sc-3661	94	32	to	to	ADP
sc-3661	94	33	the	the	DET
sc-3661	94	34	ml	ml	NOUN
sc-3661	94	35	domain	domain	NOUN
sc-3661	94	36	,	,	PUNCT
sc-3661	94	37	that	that	ADV
sc-3661	94	38	is	is	ADV
sc-3661	94	39	,	,	PUNCT
sc-3661	94	40	directed	direct	VERB
sc-3661	94	41	to	to	ADP
sc-3661	94	42	the	the	DET
sc-3661	94	43	ml	ml	NOUN
sc-3661	94	44	algorithms	algorithm	NOUN
sc-3661	94	45	.	.	PUNCT
sc-3661	95	1	in	in	ADP
sc-3661	95	2	this	this	DET
sc-3661	95	3	regard	regard	NOUN
sc-3661	95	4	,	,	PUNCT
sc-3661	95	5	mlops	mlop	NOUN
sc-3661	95	6	aims	aim	VERB
sc-3661	95	7	to	to	PART
sc-3661	95	8	unite	unite	VERB
sc-3661	95	9	teams	team	NOUN
sc-3661	95	10	that	that	PRON
sc-3661	95	11	develop	develop	VERB
sc-3661	95	12	ml	ml	ADP
sc-3661	95	13	algorithms	algorithm	NOUN
sc-3661	95	14	with	with	ADP
sc-3661	95	15	teams	team	NOUN
sc-3661	95	16	focused	focus	VERB
sc-3661	95	17	on	on	ADP
sc-3661	95	18	operationalization	operationalization	NOUN
sc-3661	95	19	.	.	PUNCT
sc-3661	96	1	for	for	ADP
sc-3661	96	2	mlops	mlop	NOUN
sc-3661	96	3	,	,	PUNCT
sc-3661	96	4	some	some	DET
sc-3661	96	5	main	main	ADJ
sc-3661	96	6	steps	step	NOUN
sc-3661	96	7	are	be	AUX
sc-3661	96	8	categorized	categorize	VERB
sc-3661	96	9	,	,	PUNCT
sc-3661	96	10	such	such	ADJ
sc-3661	96	11	as	as	ADP
sc-3661	96	12	development	development	NOUN
sc-3661	96	13	,	,	PUNCT
sc-3661	96	14	deployment	deployment	NOUN
sc-3661	96	15	,	,	PUNCT
sc-3661	96	16	operation	operation	NOUN
sc-3661	96	17	,	,	PUNCT
sc-3661	96	18	and	and	CCONJ
sc-3661	96	19	maintenance	maintenance	NOUN
sc-3661	96	20	.	.	PUNCT
sc-3661	97	1	these	these	DET
sc-3661	97	2	steps	step	NOUN
sc-3661	97	3	become	become	VERB
sc-3661	97	4	useful	useful	ADJ
sc-3661	97	5	to	to	PART
sc-3661	97	6	improve	improve	VERB
sc-3661	97	7	the	the	DET
sc-3661	97	8	use	use	NOUN
sc-3661	97	9	of	of	ADP
sc-3661	97	10	ml	ml	NOUN
sc-3661	97	11	algorithms	algorithm	NOUN
sc-3661	97	12	,	,	PUNCT
sc-3661	97	13	enhancing	enhance	VERB
sc-3661	97	14	their	their	PRON
sc-3661	97	15	growth	growth	NOUN
sc-3661	97	16	in	in	ADP
sc-3661	97	17	terms	term	NOUN
sc-3661	97	18	of	of	ADP
sc-3661	97	19	the	the	DET
sc-3661	97	20	business	business	NOUN
sc-3661	97	21	domain	domain	NOUN
sc-3661	97	22	;	;	PUNCT
sc-3661	97	23	3	3	X
sc-3661	97	24	)	)	PUNCT
sc-3661	97	25	for	for	ADP
sc-3661	97	26	[	[	X
sc-3661	97	27	26	26	NUM
sc-3661	97	28	]	]	PUNCT
sc-3661	97	29	mlops	mlop	NOUN
sc-3661	97	30	aims	aim	VERB
sc-3661	97	31	to	to	PART
sc-3661	97	32	promote	promote	VERB
sc-3661	97	33	a	a	DET
sc-3661	97	34	framework	framework	NOUN
sc-3661	97	35	of	of	ADP
sc-3661	97	36	practices	practice	NOUN
sc-3661	97	37	for	for	ADP
sc-3661	97	38	the	the	DET
sc-3661	97	39	development	development	NOUN
sc-3661	97	40	of	of	ADP
sc-3661	97	41	ml	ml	ADP
sc-3661	97	42	algorithms	algorithm	NOUN
sc-3661	97	43	seeking	seek	VERB
sc-3661	97	44	to	to	PART
sc-3661	97	45	optimize	optimize	VERB
sc-3661	97	46	the	the	DET
sc-3661	97	47	time	time	NOUN
sc-3661	97	48	of	of	ADP
sc-3661	97	49	the	the	DET
sc-3661	97	50	steps	step	NOUN
sc-3661	97	51	contained	contain	VERB
sc-3661	97	52	therein	therein	ADV
sc-3661	97	53	with	with	ADP
sc-3661	97	54	a	a	DET
sc-3661	97	55	reduction	reduction	NOUN
sc-3661	97	56	in	in	ADP
sc-3661	97	57	the	the	DET
sc-3661	97	58	costs	cost	NOUN
sc-3661	97	59	involved	involve	VERB
sc-3661	97	60	.	.	PUNCT
sc-3661	98	1	for	for	ADP
sc-3661	98	2	this	this	PRON
sc-3661	98	3	,	,	PUNCT
sc-3661	98	4	the	the	DET
sc-3661	98	5	appropriate	appropriate	ADJ
sc-3661	98	6	tools	tool	NOUN
sc-3661	98	7	,	,	PUNCT
sc-3661	98	8	steps	step	NOUN
sc-3661	98	9	,	,	PUNCT
sc-3661	98	10	and	and	CCONJ
sc-3661	98	11	pipelines	pipeline	NOUN
sc-3661	98	12	are	be	AUX
sc-3661	98	13	used	use	VERB
sc-3661	98	14	.	.	PUNCT
sc-3661	99	1	these	these	DET
sc-3661	99	2	features	feature	NOUN
sc-3661	99	3	make	make	VERB
sc-3661	99	4	mlops	mlop	NOUN
sc-3661	99	5	very	very	ADV
sc-3661	99	6	similar	similar	ADJ
sc-3661	99	7	to	to	ADP
sc-3661	99	8	devops	devop	NOUN
sc-3661	99	9	.	.	PUNCT
sc-3661	100	1	when	when	SCONJ
sc-3661	100	2	mlops	mlop	NOUN
sc-3661	100	3	practices	practice	NOUN
sc-3661	100	4	are	be	AUX
sc-3661	100	5	exercised	exercise	VERB
sc-3661	100	6	by	by	ADP
sc-3661	100	7	the	the	DET
sc-3661	100	8	teams	team	NOUN
sc-3661	100	9	that	that	PRON
sc-3661	100	10	work	work	VERB
sc-3661	100	11	in	in	ADP
sc-3661	100	12	the	the	DET
sc-3661	100	13	development	development	NOUN
sc-3661	100	14	of	of	ADP
sc-3661	100	15	ml	ml	NOUN
sc-3661	100	16	algorithms	algorithm	NOUN
sc-3661	100	17	,	,	PUNCT
sc-3661	100	18	as	as	ADV
sc-3661	100	19	well	well	ADV
sc-3661	100	20	as	as	ADP
sc-3661	100	21	the	the	DET
sc-3661	100	22	operationalization	operationalization	NOUN
sc-3661	100	23	of	of	ADP
sc-3661	100	24	these	these	DET
sc-3661	100	25	ml	ml	NOUN
sc-3661	100	26	algorithms	algorithm	NOUN
sc-3661	100	27	,	,	PUNCT
sc-3661	100	28	there	there	PRON
sc-3661	100	29	must	must	AUX
sc-3661	100	30	be	be	AUX
sc-3661	100	31	an	an	DET
sc-3661	100	32	emphasis	emphasis	NOUN
sc-3661	100	33	on	on	ADP
sc-3661	100	34	automation	automation	NOUN
sc-3661	100	35	and	and	CCONJ
sc-3661	100	36	monitoring	monitoring	NOUN
sc-3661	100	37	that	that	PRON
sc-3661	100	38	constitute	constitute	VERB
sc-3661	100	39	the	the	DET
sc-3661	100	40	software	software	NOUN
sc-3661	100	41	steps	step	NOUN
sc-3661	100	42	.	.	PUNCT
sc-3661	101	1	in	in	ADP
sc-3661	101	2	this	this	DET
sc-3661	101	3	regard	regard	NOUN
sc-3661	101	4	,	,	PUNCT
sc-3661	101	5	mlops	mlop	NOUN
sc-3661	101	6	also	also	ADV
sc-3661	101	7	provides	provide	VERB
sc-3661	101	8	for	for	ADP
sc-3661	101	9	greater	great	ADJ
sc-3661	101	10	collaboration	collaboration	NOUN
sc-3661	101	11	and	and	CCONJ
sc-3661	101	12	communication	communication	NOUN
sc-3661	101	13	between	between	ADP
sc-3661	101	14	teams	team	NOUN
sc-3661	101	15	to	to	PART
sc-3661	101	16	achieve	achieve	VERB
sc-3661	101	17	objectives	objective	NOUN
sc-3661	101	18	,	,	PUNCT
sc-3661	101	19	for	for	ADP
sc-3661	101	20	example	example	NOUN
sc-3661	101	21	,	,	PUNCT
sc-3661	101	22	integration	integration	NOUN
sc-3661	101	23	,	,	PUNCT
sc-3661	101	24	testing	testing	NOUN
sc-3661	101	25	,	,	PUNCT
sc-3661	101	26	release	release	NOUN
sc-3661	101	27	,	,	PUNCT
sc-3661	101	28	deployment	deployment	NOUN
sc-3661	101	29	,	,	PUNCT
sc-3661	101	30	and	and	CCONJ
sc-3661	101	31	infrastructure	infrastructure	NOUN
sc-3661	101	32	management	management	NOUN
sc-3661	101	33	.	.	PUNCT
sc-3661	102	1	mlops	mlop	NOUN
sc-3661	102	2	emerges	emerge	VERB
sc-3661	102	3	as	as	ADP
sc-3661	102	4	a	a	DET
sc-3661	102	5	concept	concept	NOUN
sc-3661	102	6	aimed	aim	VERB
sc-3661	102	7	at	at	ADP
sc-3661	102	8	transforming	transform	VERB
sc-3661	102	9	ml	ml	ADP
sc-3661	102	10	algorithms	algorithm	NOUN
sc-3661	102	11	into	into	ADP
sc-3661	102	12	practical	practical	ADJ
sc-3661	102	13	products	product	NOUN
sc-3661	102	14	or	or	CCONJ
sc-3661	102	15	services	service	NOUN
sc-3661	102	16	,	,	PUNCT
sc-3661	102	17	like	like	ADP
sc-3661	102	18	software	software	NOUN
sc-3661	102	19	when	when	SCONJ
sc-3661	102	20	devops	devop	NOUN
sc-3661	102	21	is	be	AUX
sc-3661	102	22	adopted	adopt	VERB
sc-3661	102	23	as	as	ADP
sc-3661	102	24	a	a	DET
sc-3661	102	25	development	development	NOUN
sc-3661	102	26	and	and	CCONJ
sc-3661	102	27	operationalization	operationalization	NOUN
sc-3661	102	28	approach	approach	NOUN
sc-3661	102	29	.	.	PUNCT
sc-3661	103	1	2.4	2.4	NUM
sc-3661	103	2	.	.	PUNCT
sc-3661	104	1	theoretical	theoretical	ADJ
sc-3661	104	2	use	use	NOUN
sc-3661	104	3	cases	case	NOUN
sc-3661	104	4	theoretical	theoretical	ADJ
sc-3661	104	5	use	use	NOUN
sc-3661	104	6	cases	case	NOUN
sc-3661	104	7	,	,	PUNCT
sc-3661	104	8	such	such	ADJ
sc-3661	104	9	as	as	ADP
sc-3661	104	10	the	the	DET
sc-3661	104	11	necessity	necessity	NOUN
sc-3661	104	12	to	to	PART
sc-3661	104	13	estimate	estimate	VERB
sc-3661	104	14	the	the	DET
sc-3661	104	15	number	number	NOUN
sc-3661	104	16	and	and	CCONJ
sc-3661	104	17	precise	precise	ADJ
sc-3661	104	18	position	position	NOUN
sc-3661	104	19	of	of	ADP
sc-3661	104	20	cars	car	NOUN
sc-3661	104	21	in	in	ADP
sc-3661	104	22	a	a	DET
sc-3661	104	23	large	large	ADJ
sc-3661	104	24	car	car	NOUN
sc-3661	104	25	repair	repair	NOUN
sc-3661	104	26	workshop	workshop	NOUN
sc-3661	104	27	,	,	PUNCT
sc-3661	104	28	exemplify	exemplify	VERB
sc-3661	104	29	the	the	DET
sc-3661	104	30	development	development	NOUN
sc-3661	104	31	of	of	ADP
sc-3661	104	32	microservices	microservice	NOUN
sc-3661	104	33	that	that	PRON
sc-3661	104	34	utilize	utilize	VERB
sc-3661	104	35	image	image	NOUN
sc-3661	104	36	processing	processing	NOUN
sc-3661	104	37	techniques	technique	NOUN
sc-3661	104	38	,	,	PUNCT
sc-3661	104	39	video	video	NOUN
sc-3661	104	40	stream	stream	NOUN
sc-3661	104	41	collectors	collector	NOUN
sc-3661	104	42	,	,	PUNCT
sc-3661	104	43	position	position	NOUN
sc-3661	104	44	classifiers	classifier	NOUN
sc-3661	104	45	,	,	PUNCT
sc-3661	104	46	facility	facility	NOUN
sc-3661	104	47	setup	setup	NOUN
sc-3661	104	48	estimators	estimator	NOUN
sc-3661	104	49	,	,	PUNCT
sc-3661	104	50	cloud	cloud	NOUN
sc-3661	104	51	collectors	collector	NOUN
sc-3661	104	52	and	and	CCONJ
sc-3661	104	53	data	datum	NOUN
sc-3661	104	54	storage	storage	NOUN
sc-3661	104	55	.	.	PUNCT
sc-3661	105	1	another	another	DET
sc-3661	105	2	theoretical	theoretical	ADJ
sc-3661	105	3	use	use	NOUN
sc-3661	105	4	case	case	NOUN
sc-3661	105	5	considers	consider	VERB
sc-3661	105	6	the	the	DET
sc-3661	105	7	problem	problem	NOUN
sc-3661	105	8	of	of	ADP
sc-3661	105	9	weather	weather	NOUN
sc-3661	105	10	prediction	prediction	NOUN
sc-3661	105	11	using	use	VERB
sc-3661	105	12	ml	ml	VERB
sc-3661	105	13	,	,	PUNCT
sc-3661	105	14	in	in	ADP
sc-3661	105	15	this	this	DET
sc-3661	105	16	hypothetical	hypothetical	ADJ
sc-3661	105	17	use	use	NOUN
sc-3661	105	18	case	case	NOUN
sc-3661	105	19	,	,	PUNCT
sc-3661	105	20	the	the	DET
sc-3661	105	21	necessary	necessary	ADJ
sc-3661	105	22	steps	step	NOUN
sc-3661	105	23	for	for	ADP
sc-3661	105	24	using	use	VERB
sc-3661	105	25	microservices	microservice	NOUN
sc-3661	105	26	in	in	ADP
sc-3661	105	27	conjunction	conjunction	NOUN
sc-3661	105	28	with	with	ADP
sc-3661	105	29	ml	ml	ADP
sc-3661	105	30	algorithms	algorithm	NOUN
sc-3661	105	31	are	be	AUX
sc-3661	105	32	described	describe	VERB
sc-3661	105	33	,	,	PUNCT
sc-3661	105	34	with	with	ADP
sc-3661	105	35	a	a	DET
sc-3661	105	36	more	more	ADJ
sc-3661	105	37	details	detail	NOUN
sc-3661	105	38	,	,	PUNCT
sc-3661	105	39	offering	offer	VERB
sc-3661	105	40	a	a	DET
sc-3661	105	41	technical	technical	ADJ
sc-3661	105	42	approach	approach	NOUN
sc-3661	105	43	to	to	ADP
sc-3661	105	44	the	the	DET
sc-3661	105	45	application	application	NOUN
sc-3661	105	46	[	[	X
sc-3661	105	47	27	27	NUM
sc-3661	105	48	]	]	PUNCT
sc-3661	105	49	.	.	PUNCT
sc-3661	106	1	this	this	DET
sc-3661	106	2	theoretical	theoretical	ADJ
sc-3661	106	3	use	use	NOUN
sc-3661	106	4	case	case	NOUN
sc-3661	106	5	potentially	potentially	ADV
sc-3661	106	6	correlates	correlate	VERB
sc-3661	106	7	with	with	ADP
sc-3661	106	8	smart	smart	ADJ
sc-3661	106	9	cities	city	NOUN
sc-3661	106	10	problems	problem	NOUN
sc-3661	106	11	,	,	PUNCT
sc-3661	106	12	considering	consider	VERB
sc-3661	106	13	that	that	SCONJ
sc-3661	106	14	the	the	DET
sc-3661	106	15	weather	weather	NOUN
sc-3661	106	16	has	have	VERB
sc-3661	106	17	an	an	DET
sc-3661	106	18	impact	impact	NOUN
sc-3661	106	19	,	,	PUNCT
sc-3661	106	20	for	for	ADP
sc-3661	106	21	example	example	NOUN
sc-3661	106	22	,	,	PUNCT
sc-3661	106	23	on	on	ADP
sc-3661	106	24	car	car	NOUN
sc-3661	106	25	traffic	traffic	NOUN
sc-3661	106	26	in	in	ADP
sc-3661	106	27	a	a	DET
sc-3661	106	28	city	city	NOUN
sc-3661	106	29	.	.	PUNCT
sc-3661	107	1	according	accord	VERB
sc-3661	107	2	to	to	ADP
sc-3661	107	3	the	the	DET
sc-3661	107	4	example	example	NOUN
sc-3661	107	5	of	of	ADP
sc-3661	107	6	the	the	DET
sc-3661	107	7	theoretical	theoretical	ADJ
sc-3661	107	8	use	use	NOUN
sc-3661	107	9	case	case	NOUN
sc-3661	107	10	of	of	ADP
sc-3661	107	11	weather	weather	NOUN
sc-3661	107	12	prediction	prediction	NOUN
sc-3661	107	13	,	,	PUNCT
sc-3661	107	14	the	the	DET
sc-3661	107	15	following	follow	VERB
sc-3661	107	16	file	file	NOUN
sc-3661	107	17	and	and	CCONJ
sc-3661	107	18	directory	directory	NOUN
sc-3661	107	19	structure	structure	NOUN
sc-3661	107	20	can	can	AUX
sc-3661	107	21	be	be	AUX
sc-3661	107	22	created	create	VERB
sc-3661	107	23	for	for	ADP
sc-3661	107	24	building	build	VERB
sc-3661	107	25	the	the	DET
sc-3661	107	26	ml	ml	NOUN
sc-3661	107	27	algorithm	algorithm	NOUN
sc-3661	107	28	microservices	microservice	NOUN
sc-3661	107	29	(	(	PUNCT
sc-3661	107	30	figure	figure	NOUN
sc-3661	107	31	1	1	NUM
sc-3661	107	32	)	)	PUNCT
sc-3661	107	33	.	.	PUNCT
sc-3661	108	1	figure	figure	NOUN
sc-3661	108	2	1	1	NUM
sc-3661	108	3	.	.	NOUN
sc-3661	108	4	example	example	NOUN
sc-3661	108	5	of	of	ADP
sc-3661	108	6	a	a	DET
sc-3661	108	7	repository	repository	NOUN
sc-3661	108	8	with	with	ADP
sc-3661	108	9	files	file	NOUN
sc-3661	108	10	and	and	CCONJ
sc-3661	108	11	directories	directory	NOUN
sc-3661	108	12	for	for	ADP
sc-3661	108	13	the	the	DET
sc-3661	108	14	api	api	NOUN
sc-3661	109	1	[	[	X
sc-3661	109	2	27	27	NUM
sc-3661	109	3	]	]	PUNCT
sc-3661	109	4	in	in	ADP
sc-3661	109	5	this	this	DET
sc-3661	109	6	same	same	ADJ
sc-3661	109	7	theoretical	theoretical	ADJ
sc-3661	109	8	use	use	NOUN
sc-3661	109	9	case	case	NOUN
sc-3661	109	10	example	example	NOUN
sc-3661	109	11	,	,	PUNCT
sc-3661	109	12	the	the	DET
sc-3661	109	13	ml	ml	PROPN
sc-3661	109	14	algorithm	algorithm	NOUN
sc-3661	109	15	is	be	AUX
sc-3661	109	16	available	available	ADJ
sc-3661	109	17	as	as	ADP
sc-3661	109	18	an	an	DET
sc-3661	109	19	api	api	NOUN
sc-3661	109	20	(	(	PUNCT
sc-3661	109	21	figure	figure	NOUN
sc-3661	109	22	2	2	NUM
sc-3661	109	23	)	)	PUNCT
sc-3661	109	24	.	.	PUNCT
sc-3661	110	1	figure	figure	NOUN
sc-3661	110	2	2	2	NUM
sc-3661	110	3	.	.	NOUN
sc-3661	110	4	example	example	NOUN
sc-3661	110	5	of	of	ADP
sc-3661	110	6	endpoint	endpoint	NOUN
sc-3661	110	7	used	use	VERB
sc-3661	110	8	to	to	ADP
sc-3661	110	9	the	the	DET
sc-3661	110	10	ml	ml	PROPN
sc-3661	110	11	algorithm	algorithm	NOUN
sc-3661	111	1	[	[	X
sc-3661	111	2	27	27	NUM
sc-3661	111	3	]	]	PUNCT
sc-3661	111	4	the	the	DET
sc-3661	111	5	presented	present	VERB
sc-3661	111	6	use	use	NOUN
sc-3661	111	7	cases	case	NOUN
sc-3661	111	8	confirm	confirm	VERB
sc-3661	111	9	,	,	PUNCT
sc-3661	111	10	in	in	ADP
sc-3661	111	11	principle	principle	NOUN
sc-3661	111	12	,	,	PUNCT
sc-3661	111	13	the	the	DET
sc-3661	111	14	integrated	integrate	VERB
sc-3661	111	15	use	use	NOUN
sc-3661	111	16	of	of	ADP
sc-3661	111	17	microservices	microservice	NOUN
sc-3661	111	18	(	(	PUNCT
sc-3661	111	19	as	as	ADP
sc-3661	111	20	an	an	DET
sc-3661	111	21	api	api	NOUN
sc-3661	111	22	)	)	PUNCT
sc-3661	111	23	with	with	ADP
sc-3661	111	24	ml	ml	NOUN
sc-3661	111	25	algorithms	algorithm	NOUN
sc-3661	111	26	.	.	PUNCT
sc-3661	112	1	moreover	moreover	ADV
sc-3661	112	2	,	,	PUNCT
sc-3661	112	3	the	the	DET
sc-3661	112	4	potential	potential	ADJ
sc-3661	112	5	application	application	NOUN
sc-3661	112	6	of	of	ADP
sc-3661	112	7	these	these	DET
sc-3661	112	8	use	use	NOUN
sc-3661	112	9	cases	case	NOUN
sc-3661	112	10	within	within	ADP
sc-3661	112	11	the	the	DET
sc-3661	112	12	smart	smart	ADJ
sc-3661	112	13	cities	city	NOUN
sc-3661	112	14	context	context	VERB
sc-3661	112	15	.	.	PUNCT
sc-3661	113	1	3	3	X
sc-3661	113	2	.	.	NUM
sc-3661	113	3	frameworks	framework	NOUN
sc-3661	113	4	for	for	ADP
sc-3661	113	5	mlops	mlop	NOUN
sc-3661	113	6	and	and	CCONJ
sc-3661	113	7	microservices	microservice	NOUN
sc-3661	113	8	technology	technology	NOUN
sc-3661	113	9	this	this	DET
sc-3661	113	10	section	section	NOUN
sc-3661	113	11	presents	present	VERB
sc-3661	113	12	three	three	NUM
sc-3661	113	13	frameworks	framework	NOUN
sc-3661	113	14	that	that	PRON
sc-3661	113	15	use	use	VERB
sc-3661	113	16	microservices	microservice	NOUN
sc-3661	113	17	to	to	PART
sc-3661	113	18	provide	provide	VERB
sc-3661	113	19	ml	ml	ADP
sc-3661	113	20	algorithms	algorithm	NOUN
sc-3661	113	21	as	as	ADP
sc-3661	113	22	services	service	NOUN
sc-3661	113	23	.	.	PUNCT
sc-3661	114	1	the	the	DET
sc-3661	114	2	characteristics	characteristic	NOUN
sc-3661	114	3	of	of	ADP
sc-3661	114	4	the	the	DET
sc-3661	114	5	architecture	architecture	NOUN
sc-3661	114	6	and	and	CCONJ
sc-3661	114	7	the	the	DET
sc-3661	114	8	technical	technical	ADJ
sc-3661	114	9	characteristics	characteristic	NOUN
sc-3661	114	10	of	of	ADP
sc-3661	114	11	the	the	DET
sc-3661	114	12	three	three	NUM
sc-3661	114	13	frameworks	framework	NOUN
sc-3661	114	14	are	be	AUX
sc-3661	114	15	presented	present	VERB
sc-3661	114	16	,	,	PUNCT
sc-3661	114	17	as	as	ADV
sc-3661	114	18	well	well	ADV
sc-3661	114	19	as	as	ADP
sc-3661	114	20	the	the	DET
sc-3661	114	21	respective	respective	ADJ
sc-3661	114	22	objectives	objective	NOUN
sc-3661	114	23	when	when	SCONJ
sc-3661	114	24	used	use	VERB
sc-3661	114	25	to	to	PART
sc-3661	114	26	meet	meet	VERB
sc-3661	114	27	a	a	DET
sc-3661	114	28	user	user	NOUN
sc-3661	114	29	's	's	PART
sc-3661	114	30	need	need	NOUN
sc-3661	114	31	,	,	PUNCT
sc-3661	114	32	facilitating	facilitate	VERB
sc-3661	114	33	the	the	DET
sc-3661	114	34	adoption	adoption	NOUN
sc-3661	114	35	of	of	ADP
sc-3661	114	36	the	the	DET
sc-3661	114	37	use	use	NOUN
sc-3661	114	38	.	.	PUNCT
sc-3661	115	1	in	in	ADP
sc-3661	115	2	this	this	DET
sc-3661	115	3	way	way	NOUN
sc-3661	115	4	,	,	PUNCT
sc-3661	115	5	the	the	DET
sc-3661	115	6	three	three	NUM
sc-3661	115	7	have	have	VERB
sc-3661	115	8	the	the	DET
sc-3661	115	9	objective	objective	NOUN
sc-3661	115	10	of	of	ADP
sc-3661	115	11	integrating	integrate	VERB
sc-3661	115	12	ml	ml	NOUN
sc-3661	115	13	algorithms	algorithm	NOUN
sc-3661	115	14	with	with	ADP
sc-3661	115	15	microservices	microservice	NOUN
sc-3661	115	16	,	,	PUNCT
sc-3661	115	17	each	each	PRON
sc-3661	115	18	with	with	ADP
sc-3661	115	19	their	their	PRON
sc-3661	115	20	respective	respective	ADJ
sc-3661	115	21	specificities	specificity	NOUN
sc-3661	115	22	.	.	PUNCT
sc-3661	116	1	3.1	3.1	NUM
sc-3661	116	2	.	.	PUNCT
sc-3661	116	3	machine	machine	NOUN
sc-3661	116	4	learning	learning	NOUN
sc-3661	116	5	as	as	ADP
sc-3661	116	6	a	a	DET
sc-3661	116	7	reusable	reusable	ADJ
sc-3661	116	8	microservice	microservice	NOUN
sc-3661	116	9	(	(	PUNCT
sc-3661	116	10	mlrm	mlrm	PROPN
sc-3661	116	11	)	)	PUNCT
sc-3661	116	12	ref	ref	NOUN
sc-3661	116	13	.	.	PUNCT
sc-3661	117	1	[	[	X
sc-3661	117	2	28	28	NUM
sc-3661	117	3	]	]	PUNCT
sc-3661	117	4	proposes	propose	VERB
sc-3661	117	5	a	a	DET
sc-3661	117	6	framework	framework	NOUN
sc-3661	117	7	nominated	nominate	VERB
sc-3661	117	8	machine	machine	NOUN
sc-3661	117	9	learning	learning	NOUN
sc-3661	117	10	as	as	ADP
sc-3661	117	11	a	a	DET
sc-3661	117	12	reusable	reusable	ADJ
sc-3661	117	13	microservice	microservice	NOUN
sc-3661	117	14	(	(	PUNCT
sc-3661	117	15	mlrm	mlrm	PROPN
sc-3661	117	16	)	)	PUNCT
sc-3661	117	17	where	where	SCONJ
sc-3661	117	18	one	one	NUM
sc-3661	117	19	of	of	ADP
sc-3661	117	20	the	the	DET
sc-3661	117	21	objectives	objective	NOUN
sc-3661	117	22	is	be	AUX
sc-3661	117	23	to	to	PART
sc-3661	117	24	encapsulate	encapsulate	VERB
sc-3661	117	25	ml	ml	ADP
sc-3661	117	26	algorithms	algorithm	NOUN
sc-3661	117	27	using	use	VERB
sc-3661	117	28	eai	eai	PROPN
sc-3661	117	29	endorsed	endorse	VERB
sc-3661	117	30	transactions	transaction	NOUN
sc-3661	117	31	on	on	ADP
sc-3661	117	32	smart	smart	ADJ
sc-3661	117	33	cities	city	NOUN
sc-3661	117	34	|	|	ADV
sc-3661	117	35	volume	volume	VERB
sc-3661	117	36	7	7	NUM
sc-3661	117	37	|	|	NOUN
sc-3661	117	38	issue	issue	NOUN
sc-3661	117	39	3	3	NUM
sc-3661	117	40	|	|	NOUN
sc-3661	117	41	mlops	mlop	NOUN
sc-3661	117	42	and	and	CCONJ
sc-3661	117	43	microservices	microservice	VERB
sc-3661	117	44	frameworks	framework	NOUN
sc-3661	117	45	in	in	ADP
sc-3661	117	46	the	the	DET
sc-3661	117	47	perspective	perspective	NOUN
sc-3661	117	48	of	of	ADP
sc-3661	117	49	smart	smart	ADJ
sc-3661	117	50	cities	city	NOUN
sc-3661	117	51	5	5	NUM
sc-3661	117	52	microservices	microservice	NOUN
sc-3661	117	53	.	.	PUNCT
sc-3661	118	1	mlrm	mlrm	PROPN
sc-3661	118	2	allows	allow	VERB
sc-3661	118	3	the	the	DET
sc-3661	118	4	separation	separation	NOUN
sc-3661	118	5	of	of	ADP
sc-3661	118	6	ml	ml	ADP
sc-3661	118	7	algorithm	algorithm	NOUN
sc-3661	118	8	from	from	ADP
sc-3661	118	9	the	the	DET
sc-3661	118	10	configurations	configuration	NOUN
sc-3661	118	11	,	,	PUNCT
sc-3661	118	12	as	as	ADV
sc-3661	118	13	well	well	ADV
sc-3661	118	14	as	as	ADP
sc-3661	118	15	allow	allow	VERB
sc-3661	118	16	a	a	DET
sc-3661	118	17	simple	simple	ADJ
sc-3661	118	18	extension	extension	NOUN
sc-3661	118	19	with	with	ADP
sc-3661	118	20	several	several	ADJ
sc-3661	118	21	other	other	ADJ
sc-3661	118	22	algorithms	algorithm	NOUN
sc-3661	118	23	,	,	PUNCT
sc-3661	118	24	with	with	ADP
sc-3661	118	25	communication	communication	NOUN
sc-3661	118	26	performed	perform	VERB
sc-3661	118	27	by	by	ADP
sc-3661	118	28	service	service	NOUN
sc-3661	118	29	modules	module	NOUN
sc-3661	118	30	using	use	VERB
sc-3661	118	31	representational	representational	ADJ
sc-3661	118	32	state	state	NOUN
sc-3661	118	33	transfer	transfer	NOUN
sc-3661	118	34	(	(	PUNCT
sc-3661	118	35	rest	rest	NOUN
sc-3661	118	36	)	)	PUNCT
sc-3661	118	37	.	.	PUNCT
sc-3661	119	1	mlrm	mlrm	PROPN
sc-3661	119	2	also	also	ADV
sc-3661	119	3	facilitates	facilitate	VERB
sc-3661	119	4	data	data	NOUN
sc-3661	119	5	analysis	analysis	NOUN
sc-3661	119	6	,	,	PUNCT
sc-3661	119	7	allowing	allow	VERB
sc-3661	119	8	the	the	DET
sc-3661	119	9	reuse	reuse	NOUN
sc-3661	119	10	and	and	CCONJ
sc-3661	119	11	sharing	sharing	NOUN
sc-3661	119	12	of	of	ADP
sc-3661	119	13	executables	executable	NOUN
sc-3661	119	14	and	and	CCONJ
sc-3661	119	15	configurations	configuration	NOUN
sc-3661	119	16	.	.	PUNCT
sc-3661	120	1	the	the	DET
sc-3661	120	2	possibility	possibility	NOUN
sc-3661	120	3	of	of	ADP
sc-3661	120	4	reusing	reuse	VERB
sc-3661	120	5	and	and	CCONJ
sc-3661	120	6	sharing	share	VERB
sc-3661	120	7	executable	executable	ADJ
sc-3661	120	8	files	file	NOUN
sc-3661	120	9	and	and	CCONJ
sc-3661	120	10	configurations	configuration	NOUN
sc-3661	120	11	is	be	AUX
sc-3661	120	12	a	a	DET
sc-3661	120	13	feature	feature	NOUN
sc-3661	120	14	related	relate	VERB
sc-3661	120	15	to	to	ADP
sc-3661	120	16	the	the	DET
sc-3661	120	17	quality	quality	NOUN
sc-3661	120	18	attributes	attribute	NOUN
sc-3661	120	19	of	of	ADP
sc-3661	120	20	microservices	microservice	NOUN
sc-3661	120	21	,	,	PUNCT
sc-3661	120	22	and	and	CCONJ
sc-3661	120	23	one	one	NUM
sc-3661	120	24	advantage	advantage	NOUN
sc-3661	120	25	proposed	propose	VERB
sc-3661	120	26	by	by	ADP
sc-3661	120	27	this	this	DET
sc-3661	120	28	framework	framework	NOUN
sc-3661	120	29	in	in	ADP
sc-3661	120	30	this	this	DET
sc-3661	120	31	regard	regard	NOUN
sc-3661	120	32	is	be	AUX
sc-3661	120	33	the	the	DET
sc-3661	120	34	ability	ability	NOUN
sc-3661	120	35	of	of	ADP
sc-3661	120	36	reuse	reuse	NOUN
sc-3661	120	37	and	and	CCONJ
sc-3661	120	38	share	share	NOUN
sc-3661	120	39	.	.	PUNCT
sc-3661	121	1	initially	initially	ADV
sc-3661	121	2	,	,	PUNCT
sc-3661	121	3	mlrm	mlrm	PROPN
sc-3661	121	4	is	be	AUX
sc-3661	121	5	not	not	PART
sc-3661	121	6	built	build	VERB
sc-3661	121	7	to	to	PART
sc-3661	121	8	be	be	AUX
sc-3661	121	9	used	use	VERB
sc-3661	121	10	in	in	ADP
sc-3661	121	11	cloud	cloud	NOUN
sc-3661	121	12	-	-	PUNCT
sc-3661	121	13	based	base	VERB
sc-3661	121	14	environments	environment	NOUN
sc-3661	121	15	.	.	PUNCT
sc-3661	122	1	one	one	NUM
sc-3661	122	2	of	of	ADP
sc-3661	122	3	the	the	DET
sc-3661	122	4	goals	goal	NOUN
sc-3661	122	5	of	of	ADP
sc-3661	122	6	the	the	DET
sc-3661	122	7	framework	framework	NOUN
sc-3661	122	8	refers	refer	VERB
sc-3661	122	9	to	to	ADP
sc-3661	122	10	the	the	DET
sc-3661	122	11	use	use	NOUN
sc-3661	122	12	of	of	ADP
sc-3661	122	13	customization	customization	NOUN
sc-3661	122	14	for	for	ADP
sc-3661	122	15	different	different	ADJ
sc-3661	122	16	software	software	NOUN
sc-3661	122	17	,	,	PUNCT
sc-3661	122	18	just	just	ADV
sc-3661	122	19	by	by	ADP
sc-3661	122	20	changing	change	VERB
sc-3661	122	21	the	the	DET
sc-3661	122	22	configuration	configuration	NOUN
sc-3661	122	23	parameters	parameter	NOUN
sc-3661	122	24	.	.	PUNCT
sc-3661	123	1	this	this	DET
sc-3661	123	2	customization	customization	NOUN
sc-3661	123	3	is	be	AUX
sc-3661	123	4	conceptually	conceptually	ADV
sc-3661	123	5	like	like	ADP
sc-3661	123	6	the	the	DET
sc-3661	123	7	reuse	reuse	NOUN
sc-3661	123	8	in	in	ADP
sc-3661	123	9	microservices	microservice	NOUN
sc-3661	123	10	,	,	PUNCT
sc-3661	123	11	since	since	SCONJ
sc-3661	123	12	the	the	DET
sc-3661	123	13	configurations	configuration	NOUN
sc-3661	123	14	can	can	AUX
sc-3661	123	15	be	be	AUX
sc-3661	123	16	applied	apply	VERB
sc-3661	123	17	agnostically	agnostically	ADV
sc-3661	123	18	to	to	ADP
sc-3661	123	19	the	the	DET
sc-3661	123	20	software	software	NOUN
sc-3661	123	21	that	that	PRON
sc-3661	123	22	use	use	VERB
sc-3661	123	23	the	the	DET
sc-3661	123	24	services	service	NOUN
sc-3661	123	25	,	,	PUNCT
sc-3661	123	26	just	just	ADV
sc-3661	123	27	by	by	ADP
sc-3661	123	28	changing	change	VERB
sc-3661	123	29	the	the	DET
sc-3661	123	30	configurations	configuration	NOUN
sc-3661	123	31	.	.	PUNCT
sc-3661	124	1	the	the	DET
sc-3661	124	2	modules	module	NOUN
sc-3661	124	3	of	of	ADP
sc-3661	124	4	mlrm	mlrm	ADJ
sc-3661	124	5	framework	framework	NOUN
sc-3661	124	6	are	be	AUX
sc-3661	124	7	highlighted	highlight	VERB
sc-3661	124	8	and	and	CCONJ
sc-3661	124	9	described	describe	VERB
sc-3661	124	10	as	as	SCONJ
sc-3661	124	11	follows	follow	VERB
sc-3661	124	12	:	:	PUNCT
sc-3661	124	13	(	(	PUNCT
sc-3661	124	14	i	i	NOUN
sc-3661	124	15	)	)	PUNCT
sc-3661	124	16	ml	ml	ADP
sc-3661	124	17	service	service	NOUN
sc-3661	124	18	:	:	PUNCT
sc-3661	124	19	module	module	NOUN
sc-3661	124	20	with	with	ADP
sc-3661	124	21	the	the	DET
sc-3661	124	22	implementation	implementation	NOUN
sc-3661	124	23	of	of	ADP
sc-3661	124	24	ml	ml	NOUN
sc-3661	124	25	algorithms	algorithm	NOUN
sc-3661	124	26	.	.	PUNCT
sc-3661	125	1	ml	ml	NOUN
sc-3661	125	2	microservices	microservice	NOUN
sc-3661	125	3	in	in	ADP
sc-3661	125	4	executable	executable	ADJ
sc-3661	125	5	files	file	NOUN
sc-3661	125	6	can	can	AUX
sc-3661	125	7	be	be	AUX
sc-3661	125	8	used	use	VERB
sc-3661	125	9	by	by	ADP
sc-3661	125	10	multiple	multiple	ADJ
sc-3661	125	11	microservices	microservice	NOUN
sc-3661	125	12	and	and	CCONJ
sc-3661	125	13	customized	customize	VERB
sc-3661	125	14	via	via	ADP
sc-3661	125	15	configuration	configuration	NOUN
sc-3661	125	16	.	.	PUNCT
sc-3661	126	1	(	(	PUNCT
sc-3661	126	2	ii	ii	NOUN
sc-3661	126	3	)	)	PUNCT
sc-3661	126	4	configuration	configuration	NOUN
sc-3661	126	5	set	set	NOUN
sc-3661	126	6	:	:	PUNCT
sc-3661	126	7	module	module	NOUN
sc-3661	126	8	that	that	PRON
sc-3661	126	9	contains	contain	VERB
sc-3661	126	10	the	the	DET
sc-3661	126	11	configurations	configuration	NOUN
sc-3661	126	12	that	that	PRON
sc-3661	126	13	customize	customize	VERB
sc-3661	126	14	the	the	DET
sc-3661	126	15	microservices	microservice	NOUN
sc-3661	126	16	.	.	PUNCT
sc-3661	127	1	software	software	NOUN
sc-3661	127	2	professionals	professional	NOUN
sc-3661	127	3	can	can	AUX
sc-3661	127	4	customize	customize	VERB
sc-3661	127	5	the	the	DET
sc-3661	127	6	algorithm	algorithm	NOUN
sc-3661	127	7	just	just	ADV
sc-3661	127	8	by	by	ADP
sc-3661	127	9	changing	change	VERB
sc-3661	127	10	the	the	DET
sc-3661	127	11	configuration	configuration	NOUN
sc-3661	127	12	parameters	parameter	NOUN
sc-3661	127	13	.	.	PUNCT
sc-3661	128	1	(	(	PUNCT
sc-3661	128	2	iii	iii	NOUN
sc-3661	128	3	)	)	PUNCT
sc-3661	128	4	set	set	NOUN
sc-3661	128	5	of	of	ADP
sc-3661	128	6	microservices	microservice	NOUN
sc-3661	128	7	:	:	PUNCT
sc-3661	128	8	represent	represent	VERB
sc-3661	128	9	the	the	DET
sc-3661	128	10	customizable	customizable	ADJ
sc-3661	128	11	microservices	microservice	NOUN
sc-3661	128	12	through	through	ADP
sc-3661	128	13	configurations	configuration	NOUN
sc-3661	128	14	.	.	PUNCT
sc-3661	129	1	having	have	VERB
sc-3661	129	2	the	the	DET
sc-3661	129	3	configurations	configuration	NOUN
sc-3661	129	4	available	available	ADJ
sc-3661	129	5	,	,	PUNCT
sc-3661	129	6	the	the	DET
sc-3661	129	7	microservices	microservice	NOUN
sc-3661	129	8	can	can	AUX
sc-3661	129	9	easily	easily	ADV
sc-3661	129	10	invoke	invoke	VERB
sc-3661	129	11	the	the	DET
sc-3661	129	12	ml	ml	PROPN
sc-3661	129	13	services	service	NOUN
sc-3661	129	14	from	from	ADP
sc-3661	129	15	an	an	DET
sc-3661	129	16	existing	exist	VERB
sc-3661	129	17	configuration	configuration	NOUN
sc-3661	129	18	,	,	PUNCT
sc-3661	129	19	making	make	VERB
sc-3661	129	20	available	available	ADJ
sc-3661	129	21	and	and	CCONJ
sc-3661	129	22	sharing	share	VERB
sc-3661	129	23	the	the	DET
sc-3661	129	24	configurations	configuration	NOUN
sc-3661	129	25	among	among	ADP
sc-3661	129	26	the	the	DET
sc-3661	129	27	microservices	microservice	NOUN
sc-3661	129	28	.	.	PUNCT
sc-3661	130	1	(	(	PUNCT
sc-3661	130	2	iv	iv	X
sc-3661	130	3	)	)	PUNCT
sc-3661	130	4	training	training	NOUN
sc-3661	130	5	service	service	NOUN
sc-3661	130	6	:	:	PUNCT
sc-3661	130	7	based	base	VERB
sc-3661	130	8	on	on	ADP
sc-3661	130	9	the	the	DET
sc-3661	130	10	service	service	NOUN
sc-3661	130	11	-	-	PUNCT
sc-3661	130	12	oriented	orient	VERB
sc-3661	130	13	approach	approach	NOUN
sc-3661	130	14	,	,	PUNCT
sc-3661	130	15	there	there	PRON
sc-3661	130	16	is	be	VERB
sc-3661	130	17	a	a	DET
sc-3661	130	18	dedicated	dedicated	ADJ
sc-3661	130	19	service	service	NOUN
sc-3661	130	20	for	for	ADP
sc-3661	130	21	training	train	VERB
sc-3661	130	22	the	the	DET
sc-3661	130	23	ml	ml	NOUN
sc-3661	130	24	algorithms	algorithm	NOUN
sc-3661	130	25	offered	offer	VERB
sc-3661	130	26	by	by	ADP
sc-3661	130	27	the	the	DET
sc-3661	130	28	ml	ml	PROPN
sc-3661	130	29	service	service	NOUN
sc-3661	130	30	.	.	PUNCT
sc-3661	131	1	(	(	PUNCT
sc-3661	131	2	v	v	NOUN
sc-3661	131	3	)	)	PUNCT
sc-3661	131	4	training	training	NOUN
sc-3661	131	5	data	datum	NOUN
sc-3661	131	6	:	:	PUNCT
sc-3661	131	7	the	the	DET
sc-3661	131	8	training	training	NOUN
sc-3661	131	9	data	datum	NOUN
sc-3661	131	10	that	that	PRON
sc-3661	131	11	is	be	AUX
sc-3661	131	12	delivered	deliver	VERB
sc-3661	131	13	to	to	ADP
sc-3661	131	14	the	the	DET
sc-3661	131	15	training	training	NOUN
sc-3661	131	16	service	service	NOUN
sc-3661	131	17	.	.	PUNCT
sc-3661	132	1	for	for	ADP
sc-3661	132	2	mlrm	mlrm	NOUN
sc-3661	132	3	,	,	PUNCT
sc-3661	132	4	the	the	DET
sc-3661	132	5	training	training	NOUN
sc-3661	132	6	service	service	NOUN
sc-3661	132	7	(	(	PUNCT
sc-3661	132	8	module	module	NOUN
sc-3661	132	9	4	4	NUM
sc-3661	132	10	)	)	PUNCT
sc-3661	132	11	implements	implement	VERB
sc-3661	132	12	the	the	DET
sc-3661	132	13	functions	function	NOUN
sc-3661	132	14	to	to	PART
sc-3661	132	15	train	train	VERB
sc-3661	132	16	the	the	DET
sc-3661	132	17	algorithms	algorithm	NOUN
sc-3661	132	18	offered	offer	VERB
sc-3661	132	19	by	by	ADP
sc-3661	132	20	the	the	DET
sc-3661	132	21	ml	ml	PROPN
sc-3661	132	22	service	service	NOUN
sc-3661	132	23	(	(	PUNCT
sc-3661	132	24	module	module	NOUN
sc-3661	132	25	1	1	NUM
sc-3661	132	26	)	)	PUNCT
sc-3661	132	27	.	.	PUNCT
sc-3661	133	1	the	the	DET
sc-3661	133	2	training	training	NOUN
sc-3661	133	3	data	datum	NOUN
sc-3661	133	4	(	(	PUNCT
sc-3661	133	5	module	module	NOUN
sc-3661	133	6	5	5	NUM
sc-3661	133	7	)	)	PUNCT
sc-3661	133	8	is	be	AUX
sc-3661	133	9	sent	send	VERB
sc-3661	133	10	to	to	ADP
sc-3661	133	11	the	the	DET
sc-3661	133	12	training	training	NOUN
sc-3661	133	13	service	service	NOUN
sc-3661	133	14	(	(	PUNCT
sc-3661	133	15	module	module	NOUN
sc-3661	133	16	4	4	NUM
sc-3661	133	17	)	)	PUNCT
sc-3661	133	18	from	from	ADP
sc-3661	133	19	the	the	DET
sc-3661	133	20	microservices	microservice	NOUN
sc-3661	133	21	(	(	PUNCT
sc-3661	133	22	module	module	NOUN
sc-3661	133	23	5	5	NUM
sc-3661	133	24	)	)	PUNCT
sc-3661	133	25	.	.	PUNCT
sc-3661	134	1	next	next	ADV
sc-3661	134	2	,	,	PUNCT
sc-3661	134	3	the	the	DET
sc-3661	134	4	training	training	NOUN
sc-3661	134	5	service	service	NOUN
sc-3661	134	6	(	(	PUNCT
sc-3661	134	7	module	module	NOUN
sc-3661	134	8	4	4	NUM
sc-3661	134	9	)	)	PUNCT
sc-3661	134	10	sends	send	VERB
sc-3661	134	11	the	the	DET
sc-3661	134	12	trained	train	VERB
sc-3661	134	13	data	datum	NOUN
sc-3661	134	14	to	to	ADP
sc-3661	134	15	the	the	DET
sc-3661	134	16	ml	ml	PROPN
sc-3661	134	17	service	service	NOUN
sc-3661	134	18	(	(	PUNCT
sc-3661	134	19	module	module	NOUN
sc-3661	134	20	1	1	NUM
sc-3661	134	21	)	)	PUNCT
sc-3661	134	22	.	.	PUNCT
sc-3661	135	1	this	this	PRON
sc-3661	135	2	evaluates	evaluate	VERB
sc-3661	135	3	the	the	DET
sc-3661	135	4	output	output	NOUN
sc-3661	135	5	of	of	ADP
sc-3661	135	6	the	the	DET
sc-3661	135	7	ml	ml	NOUN
sc-3661	135	8	microservice	microservice	NOUN
sc-3661	135	9	and	and	CCONJ
sc-3661	135	10	updates	update	VERB
sc-3661	135	11	the	the	DET
sc-3661	135	12	configuration	configuration	NOUN
sc-3661	135	13	parameters	parameter	NOUN
sc-3661	135	14	in	in	ADP
sc-3661	135	15	ml	ml	NOUN
sc-3661	135	16	settings	setting	NOUN
sc-3661	135	17	(	(	PUNCT
sc-3661	135	18	module	module	NOUN
sc-3661	135	19	2	2	NUM
sc-3661	135	20	)	)	PUNCT
sc-3661	135	21	.	.	PUNCT
sc-3661	136	1	mlrm	mlrm	PROPN
sc-3661	136	2	presents	present	VERB
sc-3661	136	3	a	a	DET
sc-3661	136	4	way	way	NOUN
sc-3661	136	5	to	to	PART
sc-3661	136	6	build	build	VERB
sc-3661	136	7	encapsulated	encapsulate	VERB
sc-3661	136	8	ml	ml	NOUN
sc-3661	136	9	microservices	microservice	NOUN
sc-3661	136	10	that	that	PRON
sc-3661	136	11	offer	offer	VERB
sc-3661	136	12	configuration	configuration	NOUN
sc-3661	136	13	flexibility	flexibility	NOUN
sc-3661	136	14	through	through	ADP
sc-3661	136	15	parameterizations	parameterization	NOUN
sc-3661	136	16	.	.	PUNCT
sc-3661	137	1	according	accord	VERB
sc-3661	137	2	to	to	ADP
sc-3661	137	3	[	[	X
sc-3661	137	4	28	28	NUM
sc-3661	137	5	]	]	PUNCT
sc-3661	137	6	,	,	PUNCT
sc-3661	137	7	when	when	SCONJ
sc-3661	137	8	providing	provide	VERB
sc-3661	137	9	ml	ml	ADP
sc-3661	137	10	microservices	microservice	NOUN
sc-3661	137	11	outside	outside	ADP
sc-3661	137	12	the	the	DET
sc-3661	137	13	cloud	cloud	NOUN
sc-3661	137	14	,	,	PUNCT
sc-3661	137	15	a	a	DET
sc-3661	137	16	great	great	ADJ
sc-3661	137	17	advantage	advantage	NOUN
sc-3661	137	18	,	,	PUNCT
sc-3661	137	19	in	in	ADP
sc-3661	137	20	addition	addition	NOUN
sc-3661	137	21	to	to	ADP
sc-3661	137	22	the	the	DET
sc-3661	137	23	requirements	requirement	NOUN
sc-3661	137	24	of	of	ADP
sc-3661	137	25	reducing	reduce	VERB
sc-3661	137	26	latency	latency	NOUN
sc-3661	137	27	and	and	CCONJ
sc-3661	137	28	connectivity	connectivity	NOUN
sc-3661	137	29	and	and	CCONJ
sc-3661	137	30	greater	great	ADJ
sc-3661	137	31	bandwidth	bandwidth	NOUN
sc-3661	137	32	,	,	PUNCT
sc-3661	137	33	is	be	AUX
sc-3661	137	34	data	datum	NOUN
sc-3661	137	35	privacy	privacy	NOUN
sc-3661	137	36	,	,	PUNCT
sc-3661	137	37	since	since	SCONJ
sc-3661	137	38	cloud	cloud	NOUN
sc-3661	137	39	-	-	PUNCT
sc-3661	137	40	based	base	VERB
sc-3661	137	41	approaches	approach	NOUN
sc-3661	137	42	require	require	VERB
sc-3661	137	43	data	datum	NOUN
sc-3661	137	44	to	to	PART
sc-3661	137	45	be	be	AUX
sc-3661	137	46	uploaded	upload	VERB
sc-3661	137	47	to	to	ADP
sc-3661	137	48	cloud	cloud	NOUN
sc-3661	137	49	providers	provider	NOUN
sc-3661	137	50	,	,	PUNCT
sc-3661	137	51	which	which	PRON
sc-3661	137	52	may	may	AUX
sc-3661	137	53	conflict	conflict	VERB
sc-3661	137	54	with	with	ADP
sc-3661	137	55	privacy	privacy	NOUN
sc-3661	137	56	requirements	requirement	NOUN
sc-3661	137	57	.	.	PUNCT
sc-3661	138	1	3.2	3.2	NUM
sc-3661	138	2	.	.	PUNCT
sc-3661	139	1	minerva	minerva	PROPN
sc-3661	139	2	minerva	minerva	PROPN
sc-3661	139	3	is	be	AUX
sc-3661	139	4	another	another	DET
sc-3661	139	5	proposed	propose	VERB
sc-3661	139	6	framework	framework	NOUN
sc-3661	139	7	proposed	propose	VERB
sc-3661	139	8	by	by	ADP
sc-3661	139	9	[	[	X
sc-3661	139	10	29	29	NUM
sc-3661	139	11	]	]	PUNCT
sc-3661	139	12	with	with	ADP
sc-3661	139	13	the	the	DET
sc-3661	139	14	aim	aim	NOUN
sc-3661	139	15	of	of	ADP
sc-3661	139	16	integrating	integrate	VERB
sc-3661	139	17	ml	ml	NOUN
sc-3661	139	18	algorithms	algorithm	NOUN
sc-3661	139	19	with	with	ADP
sc-3661	139	20	microservices	microservice	NOUN
sc-3661	139	21	.	.	PUNCT
sc-3661	140	1	it	it	PRON
sc-3661	140	2	is	be	AUX
sc-3661	140	3	a	a	DET
sc-3661	140	4	specific	specific	ADJ
sc-3661	140	5	framework	framework	NOUN
sc-3661	140	6	for	for	ADP
sc-3661	140	7	companies	company	NOUN
sc-3661	140	8	that	that	PRON
sc-3661	140	9	use	use	VERB
sc-3661	140	10	saas	saas	NOUN
sc-3661	140	11	.	.	PUNCT
sc-3661	141	1	ref	ref	NOUN
sc-3661	141	2	.	.	PUNCT
sc-3661	142	1	[	[	X
sc-3661	142	2	29	29	NUM
sc-3661	142	3	]	]	PUNCT
sc-3661	142	4	points	point	VERB
sc-3661	142	5	out	out	ADP
sc-3661	142	6	that	that	SCONJ
sc-3661	142	7	for	for	ADP
sc-3661	142	8	the	the	DET
sc-3661	142	9	development	development	NOUN
sc-3661	142	10	of	of	ADP
sc-3661	142	11	ml	ml	ADP
sc-3661	142	12	algorithms	algorithm	NOUN
sc-3661	142	13	there	there	PRON
sc-3661	142	14	are	be	VERB
sc-3661	142	15	some	some	DET
sc-3661	142	16	programming	programming	NOUN
sc-3661	142	17	languages	language	NOUN
sc-3661	142	18	that	that	PRON
sc-3661	142	19	can	can	AUX
sc-3661	142	20	be	be	AUX
sc-3661	142	21	used	use	VERB
sc-3661	142	22	,	,	PUNCT
sc-3661	142	23	for	for	ADP
sc-3661	142	24	example	example	NOUN
sc-3661	142	25	,	,	PUNCT
sc-3661	142	26	r	r	NOUN
sc-3661	142	27	language	language	NOUN
sc-3661	142	28	and	and	CCONJ
sc-3661	142	29	python	python	NOUN
sc-3661	142	30	.	.	PUNCT
sc-3661	143	1	these	these	DET
sc-3661	143	2	languages	language	NOUN
sc-3661	143	3	use	use	VERB
sc-3661	143	4	several	several	ADJ
sc-3661	143	5	libraries	library	NOUN
sc-3661	143	6	characterized	characterize	VERB
sc-3661	143	7	by	by	ADP
sc-3661	143	8	being	be	AUX
sc-3661	143	9	open	open	ADJ
sc-3661	143	10	source	source	NOUN
sc-3661	143	11	.	.	PUNCT
sc-3661	144	1	in	in	ADP
sc-3661	144	2	software	software	NOUN
sc-3661	144	3	development	development	NOUN
sc-3661	144	4	,	,	PUNCT
sc-3661	144	5	ml	ml	ADP
sc-3661	144	6	algorithms	algorithm	NOUN
sc-3661	144	7	developed	develop	VERB
sc-3661	144	8	are	be	AUX
sc-3661	144	9	different	different	ADJ
sc-3661	144	10	when	when	SCONJ
sc-3661	144	11	compared	compare	VERB
sc-3661	144	12	to	to	ADP
sc-3661	144	13	traditional	traditional	ADJ
sc-3661	144	14	software	software	NOUN
sc-3661	144	15	in	in	ADP
sc-3661	144	16	saas	saas	NOUN
sc-3661	144	17	environments	environment	NOUN
sc-3661	144	18	.	.	PUNCT
sc-3661	145	1	minerva	minerva	PROPN
sc-3661	145	2	framework	framework	PROPN
sc-3661	145	3	aims	aim	VERB
sc-3661	145	4	to	to	PART
sc-3661	145	5	propose	propose	VERB
sc-3661	145	6	the	the	DET
sc-3661	145	7	implementation	implementation	NOUN
sc-3661	145	8	of	of	ADP
sc-3661	145	9	microservices	microservice	NOUN
sc-3661	145	10	considering	consider	VERB
sc-3661	145	11	ml	ml	ADP
sc-3661	145	12	algorithms	algorithm	NOUN
sc-3661	145	13	in	in	ADP
sc-3661	145	14	a	a	DET
sc-3661	145	15	saas	saas	NOUN
sc-3661	145	16	environment	environment	NOUN
sc-3661	145	17	.	.	PUNCT
sc-3661	146	1	this	this	DET
sc-3661	146	2	proposal	proposal	NOUN
sc-3661	146	3	is	be	AUX
sc-3661	146	4	used	use	VERB
sc-3661	146	5	in	in	ADP
sc-3661	146	6	corporate	corporate	ADJ
sc-3661	146	7	domains	domain	NOUN
sc-3661	146	8	and	and	CCONJ
sc-3661	146	9	some	some	DET
sc-3661	146	10	technical	technical	ADJ
sc-3661	146	11	requirements	requirement	NOUN
sc-3661	146	12	become	become	VERB
sc-3661	146	13	relevant	relevant	ADJ
sc-3661	146	14	for	for	ADP
sc-3661	146	15	the	the	DET
sc-3661	146	16	implementation	implementation	NOUN
sc-3661	146	17	of	of	ADP
sc-3661	146	18	ml	ml	ADP
sc-3661	146	19	algorithms	algorithm	NOUN
sc-3661	146	20	in	in	ADP
sc-3661	146	21	saas	saas	ADJ
sc-3661	146	22	environments	environment	NOUN
sc-3661	146	23	:	:	PUNCT
sc-3661	146	24	•	•	X
sc-3661	146	25	there	there	PRON
sc-3661	146	26	is	be	VERB
sc-3661	146	27	a	a	DET
sc-3661	146	28	need	need	NOUN
sc-3661	146	29	to	to	PART
sc-3661	146	30	reuse	reuse	VERB
sc-3661	146	31	subsystems	subsystem	NOUN
sc-3661	146	32	that	that	PRON
sc-3661	146	33	use	use	VERB
sc-3661	146	34	ml	ml	NOUN
sc-3661	146	35	algorithms	algorithm	NOUN
sc-3661	146	36	in	in	ADP
sc-3661	146	37	order	order	NOUN
sc-3661	146	38	to	to	PART
sc-3661	146	39	serve	serve	VERB
sc-3661	146	40	a	a	DET
sc-3661	146	41	variety	variety	NOUN
sc-3661	146	42	of	of	ADP
sc-3661	146	43	possible	possible	ADJ
sc-3661	146	44	services	service	NOUN
sc-3661	146	45	;	;	PUNCT
sc-3661	146	46	•	•	X
sc-3661	146	47	there	there	PRON
sc-3661	146	48	is	be	VERB
sc-3661	146	49	a	a	DET
sc-3661	146	50	need	need	NOUN
sc-3661	146	51	for	for	ADP
sc-3661	146	52	data	data	NOUN
sc-3661	146	53	governance	governance	NOUN
sc-3661	146	54	,	,	PUNCT
sc-3661	146	55	emphasizing	emphasize	VERB
sc-3661	146	56	that	that	SCONJ
sc-3661	146	57	the	the	DET
sc-3661	146	58	governance	governance	NOUN
sc-3661	146	59	of	of	ADP
sc-3661	146	60	these	these	DET
sc-3661	146	61	data	datum	NOUN
sc-3661	146	62	is	be	AUX
sc-3661	146	63	decentralized	decentralize	VERB
sc-3661	146	64	.	.	PUNCT
sc-3661	147	1	also	also	ADV
sc-3661	147	2	,	,	PUNCT
sc-3661	147	3	the	the	DET
sc-3661	147	4	existence	existence	NOUN
sc-3661	147	5	of	of	ADP
sc-3661	147	6	a	a	DET
sc-3661	147	7	preprocessor	preprocessor	NOUN
sc-3661	147	8	to	to	PART
sc-3661	147	9	contribute	contribute	VERB
sc-3661	147	10	with	with	ADP
sc-3661	147	11	the	the	DET
sc-3661	147	12	engineering	engineering	NOUN
sc-3661	147	13	of	of	ADP
sc-3661	147	14	features	feature	NOUN
sc-3661	147	15	that	that	PRON
sc-3661	147	16	are	be	AUX
sc-3661	147	17	necessary	necessary	ADJ
sc-3661	147	18	for	for	ADP
sc-3661	147	19	ml	ml	NOUN
sc-3661	147	20	algorithms	algorithm	NOUN
sc-3661	147	21	;	;	PUNCT
sc-3661	147	22	•	•	X
sc-3661	147	23	there	there	PRON
sc-3661	147	24	is	be	VERB
sc-3661	147	25	a	a	DET
sc-3661	147	26	need	need	NOUN
sc-3661	147	27	to	to	PART
sc-3661	147	28	guarantee	guarantee	VERB
sc-3661	147	29	some	some	DET
sc-3661	147	30	characteristics	characteristic	NOUN
sc-3661	147	31	,	,	PUNCT
sc-3661	147	32	such	such	ADJ
sc-3661	147	33	as	as	ADP
sc-3661	147	34	scalability	scalability	NOUN
sc-3661	147	35	.	.	PUNCT
sc-3661	148	1	this	this	DET
sc-3661	148	2	scalability	scalability	NOUN
sc-3661	148	3	must	must	AUX
sc-3661	148	4	be	be	AUX
sc-3661	148	5	horizontal	horizontal	ADJ
sc-3661	148	6	,	,	PUNCT
sc-3661	148	7	that	that	ADV
sc-3661	148	8	is	is	ADV
sc-3661	148	9	,	,	PUNCT
sc-3661	148	10	with	with	ADP
sc-3661	148	11	the	the	DET
sc-3661	148	12	ability	ability	NOUN
sc-3661	148	13	to	to	PART
sc-3661	148	14	add	add	VERB
sc-3661	148	15	more	more	ADJ
sc-3661	148	16	machines	machine	NOUN
sc-3661	148	17	.	.	PUNCT
sc-3661	149	1	vertical	vertical	ADJ
sc-3661	149	2	scalability	scalability	NOUN
sc-3661	149	3	,	,	PUNCT
sc-3661	149	4	on	on	ADP
sc-3661	149	5	the	the	DET
sc-3661	149	6	other	other	ADJ
sc-3661	149	7	hand	hand	NOUN
sc-3661	149	8	,	,	PUNCT
sc-3661	149	9	aims	aim	VERB
sc-3661	149	10	to	to	PART
sc-3661	149	11	add	add	VERB
sc-3661	149	12	components	component	NOUN
sc-3661	149	13	such	such	ADJ
sc-3661	149	14	as	as	ADP
sc-3661	149	15	processors	processor	NOUN
sc-3661	149	16	and	and	CCONJ
sc-3661	149	17	memories	memory	NOUN
sc-3661	149	18	;	;	PUNCT
sc-3661	149	19	•	•	X
sc-3661	149	20	there	there	PRON
sc-3661	149	21	is	be	VERB
sc-3661	149	22	a	a	DET
sc-3661	149	23	need	need	NOUN
sc-3661	149	24	to	to	PART
sc-3661	149	25	ensure	ensure	VERB
sc-3661	149	26	real	real	ADJ
sc-3661	149	27	-	-	PUNCT
sc-3661	149	28	time	time	NOUN
sc-3661	149	29	or	or	CCONJ
sc-3661	149	30	online	online	ADJ
sc-3661	149	31	performance	performance	NOUN
sc-3661	149	32	for	for	ADP
sc-3661	149	33	forecasts	forecast	NOUN
sc-3661	149	34	.	.	PUNCT
sc-3661	150	1	this	this	DET
sc-3661	150	2	performance	performance	NOUN
sc-3661	150	3	provides	provide	VERB
sc-3661	150	4	serving	serve	VERB
sc-3661	150	5	the	the	DET
sc-3661	150	6	results	result	NOUN
sc-3661	150	7	in	in	ADP
sc-3661	150	8	the	the	DET
sc-3661	150	9	systems	system	NOUN
sc-3661	150	10	;	;	PUNCT
sc-3661	150	11	•	•	X
sc-3661	150	12	there	there	PRON
sc-3661	150	13	is	be	VERB
sc-3661	150	14	a	a	DET
sc-3661	150	15	need	need	NOUN
sc-3661	150	16	for	for	SCONJ
sc-3661	150	17	training	training	NOUN
sc-3661	150	18	to	to	PART
sc-3661	150	19	be	be	AUX
sc-3661	150	20	carried	carry	VERB
sc-3661	150	21	out	out	ADP
sc-3661	150	22	offline	offline	ADJ
sc-3661	150	23	,	,	PUNCT
sc-3661	150	24	and	and	CCONJ
sc-3661	150	25	it	it	PRON
sc-3661	150	26	is	be	AUX
sc-3661	150	27	also	also	ADV
sc-3661	150	28	necessary	necessary	ADJ
sc-3661	150	29	for	for	SCONJ
sc-3661	150	30	these	these	DET
sc-3661	150	31	training	training	NOUN
sc-3661	150	32	to	to	PART
sc-3661	150	33	be	be	AUX
sc-3661	150	34	in	in	ADP
sc-3661	150	35	batches	batch	NOUN
sc-3661	150	36	;	;	PUNCT
sc-3661	150	37	•	•	X
sc-3661	150	38	there	there	PRON
sc-3661	150	39	is	be	VERB
sc-3661	150	40	a	a	DET
sc-3661	150	41	need	need	NOUN
sc-3661	150	42	to	to	PART
sc-3661	150	43	protect	protect	VERB
sc-3661	150	44	and	and	CCONJ
sc-3661	150	45	exchange	exchange	NOUN
sc-3661	150	46	data	datum	NOUN
sc-3661	150	47	,	,	PUNCT
sc-3661	150	48	these	these	DET
sc-3661	150	49	data	datum	NOUN
sc-3661	150	50	being	be	AUX
sc-3661	150	51	generally	generally	ADV
sc-3661	150	52	confidential	confidential	ADJ
sc-3661	150	53	.	.	PUNCT
sc-3661	151	1	data	datum	NOUN
sc-3661	151	2	exchange	exchange	NOUN
sc-3661	151	3	takes	take	VERB
sc-3661	151	4	place	place	NOUN
sc-3661	151	5	between	between	ADP
sc-3661	151	6	a	a	DET
sc-3661	151	7	resource	resource	NOUN
sc-3661	151	8	processing	processing	NOUN
sc-3661	151	9	system	system	NOUN
sc-3661	151	10	and	and	CCONJ
sc-3661	151	11	a	a	DET
sc-3661	151	12	system	system	NOUN
sc-3661	151	13	in	in	ADP
sc-3661	151	14	charge	charge	NOUN
sc-3661	151	15	of	of	ADP
sc-3661	151	16	processing	process	VERB
sc-3661	151	17	ml	ml	ADP
sc-3661	151	18	algorithms	algorithm	NOUN
sc-3661	151	19	;	;	PUNCT
sc-3661	151	20	•	•	X
sc-3661	151	21	there	there	PRON
sc-3661	151	22	is	be	VERB
sc-3661	151	23	a	a	DET
sc-3661	151	24	need	need	NOUN
sc-3661	151	25	to	to	PART
sc-3661	151	26	build	build	VERB
sc-3661	151	27	microservices	microservice	NOUN
sc-3661	151	28	to	to	PART
sc-3661	151	29	support	support	VERB
sc-3661	151	30	ml	ml	ADP
sc-3661	151	31	algorithms	algorithm	NOUN
sc-3661	151	32	by	by	ADP
sc-3661	151	33	configuring	configure	VERB
sc-3661	151	34	different	different	ADJ
sc-3661	151	35	libraries	library	NOUN
sc-3661	151	36	.	.	PUNCT
sc-3661	152	1	this	this	DET
sc-3661	152	2	construction	construction	NOUN
sc-3661	152	3	of	of	ADP
sc-3661	152	4	microservices	microservice	NOUN
sc-3661	152	5	with	with	ADP
sc-3661	152	6	a	a	DET
sc-3661	152	7	variety	variety	NOUN
sc-3661	152	8	of	of	ADP
sc-3661	152	9	different	different	ADJ
sc-3661	152	10	libraries	library	NOUN
sc-3661	152	11	must	must	AUX
sc-3661	152	12	be	be	AUX
sc-3661	152	13	technology	technology	NOUN
sc-3661	152	14	independent	independent	ADJ
sc-3661	152	15	of	of	ADP
sc-3661	152	16	the	the	DET
sc-3661	152	17	systems	system	NOUN
sc-3661	152	18	,	,	PUNCT
sc-3661	152	19	where	where	SCONJ
sc-3661	152	20	these	these	DET
sc-3661	152	21	systems	system	NOUN
sc-3661	152	22	are	be	AUX
sc-3661	152	23	known	know	VERB
sc-3661	152	24	as	as	ADP
sc-3661	152	25	legacy	legacy	NOUN
sc-3661	152	26	systems	system	NOUN
sc-3661	152	27	.	.	PUNCT
sc-3661	153	1	in	in	ADP
sc-3661	153	2	addition	addition	NOUN
sc-3661	153	3	to	to	ADP
sc-3661	153	4	technical	technical	ADJ
sc-3661	153	5	requirements	requirement	NOUN
sc-3661	153	6	,	,	PUNCT
sc-3661	153	7	[	[	X
sc-3661	153	8	29	29	NUM
sc-3661	153	9	]	]	PUNCT
sc-3661	153	10	also	also	ADV
sc-3661	153	11	highlights	highlight	VERB
sc-3661	153	12	some	some	DET
sc-3661	153	13	business	business	NOUN
sc-3661	153	14	domain	domain	NOUN
sc-3661	153	15	requirements	requirement	NOUN
sc-3661	153	16	for	for	ADP
sc-3661	153	17	innovative	innovative	ADJ
sc-3661	153	18	solutions	solution	NOUN
sc-3661	153	19	other	other	ADJ
sc-3661	153	20	than	than	ADP
sc-3661	153	21	typical	typical	ADJ
sc-3661	153	22	ml	ml	ADP
sc-3661	153	23	solutions	solution	NOUN
sc-3661	153	24	in	in	ADP
sc-3661	153	25	a	a	DET
sc-3661	153	26	cloud	cloud	ADJ
sc-3661	153	27	environment	environment	NOUN
sc-3661	153	28	:	:	PUNCT
sc-3661	153	29	•	•	X
sc-3661	153	30	there	there	PRON
sc-3661	153	31	is	be	VERB
sc-3661	153	32	a	a	DET
sc-3661	153	33	need	need	NOUN
sc-3661	153	34	to	to	PART
sc-3661	153	35	realize	realize	VERB
sc-3661	153	36	smart	smart	ADJ
sc-3661	153	37	service	service	NOUN
sc-3661	153	38	delivery	delivery	NOUN
sc-3661	153	39	.	.	PUNCT
sc-3661	154	1	these	these	DET
sc-3661	154	2	intelligent	intelligent	ADJ
sc-3661	154	3	services	service	NOUN
sc-3661	154	4	are	be	AUX
sc-3661	154	5	provided	provide	VERB
sc-3661	154	6	for	for	ADP
sc-3661	154	7	a	a	DET
sc-3661	154	8	variety	variety	NOUN
sc-3661	154	9	of	of	ADP
sc-3661	154	10	traditional	traditional	ADJ
sc-3661	154	11	saas	saas	NOUN
sc-3661	154	12	applications	application	NOUN
sc-3661	154	13	.	.	PUNCT
sc-3661	155	1	such	such	ADJ
sc-3661	155	2	services	service	NOUN
sc-3661	155	3	are	be	AUX
sc-3661	155	4	made	make	VERB
sc-3661	155	5	available	available	ADJ
sc-3661	155	6	with	with	ADP
sc-3661	155	7	the	the	DET
sc-3661	155	8	characteristic	characteristic	NOUN
sc-3661	155	9	of	of	ADP
sc-3661	155	10	being	be	AUX
sc-3661	155	11	lightweight	lightweight	ADJ
sc-3661	155	12	,	,	PUNCT
sc-3661	155	13	reducing	reduce	VERB
sc-3661	155	14	the	the	DET
sc-3661	155	15	impact	impact	NOUN
sc-3661	155	16	on	on	ADP
sc-3661	155	17	related	related	ADJ
sc-3661	155	18	systems	system	NOUN
sc-3661	155	19	or	or	CCONJ
sc-3661	155	20	infrastructures	infrastructure	NOUN
sc-3661	155	21	;	;	PUNCT
sc-3661	155	22	eai	eai	PROPN
sc-3661	155	23	endorsed	endorse	VERB
sc-3661	155	24	transactions	transaction	NOUN
sc-3661	155	25	on	on	ADP
sc-3661	155	26	smart	smart	ADJ
sc-3661	155	27	cities	city	NOUN
sc-3661	155	28	|	|	ADV
sc-3661	155	29	volume	volume	VERB
sc-3661	155	30	7	7	NUM
sc-3661	155	31	|	|	NOUN
sc-3661	155	32	issue	issue	VERB
sc-3661	155	33	3	3	NUM
sc-3661	155	34	|	|	ADV
sc-3661	155	35	i.	i.	PROPN
sc-3661	155	36	b.	b.	PROPN
sc-3661	155	37	urias	urias	PROPN
sc-3661	155	38	and	and	CCONJ
sc-3661	155	39	r.	r.	PROPN
sc-3661	155	40	rossi	rossi	PROPN
sc-3661	156	1	6	6	NUM
sc-3661	156	2	•	•	NOUN
sc-3661	156	3	there	there	PRON
sc-3661	156	4	is	be	VERB
sc-3661	156	5	a	a	DET
sc-3661	156	6	need	need	NOUN
sc-3661	156	7	for	for	SCONJ
sc-3661	156	8	ml	ml	NOUN
sc-3661	156	9	algorithms	algorithm	NOUN
sc-3661	156	10	to	to	PART
sc-3661	156	11	be	be	AUX
sc-3661	156	12	executed	execute	VERB
sc-3661	156	13	“	"	PUNCT
sc-3661	156	14	next	next	ADV
sc-3661	156	15	to	to	ADP
sc-3661	156	16	the	the	DET
sc-3661	156	17	data	datum	NOUN
sc-3661	156	18	,	,	PUNCT
sc-3661	156	19	”	"	PUNCT
sc-3661	156	20	which	which	PRON
sc-3661	156	21	contradicts	contradict	VERB
sc-3661	156	22	the	the	DET
sc-3661	156	23	idea	idea	NOUN
sc-3661	156	24	of	of	ADP
sc-3661	156	25	having	have	VERB
sc-3661	156	26	to	to	PART
sc-3661	156	27	“	"	PUNCT
sc-3661	156	28	move	move	VERB
sc-3661	156	29	the	the	DET
sc-3661	156	30	data	datum	NOUN
sc-3661	156	31	to	to	ADP
sc-3661	156	32	the	the	DET
sc-3661	156	33	algorithm	algorithm	NOUN
sc-3661	156	34	.	.	PUNCT
sc-3661	156	35	”	"	PUNCT
sc-3661	157	1	this	this	DET
sc-3661	157	2	condition	condition	NOUN
sc-3661	157	3	is	be	AUX
sc-3661	157	4	evident	evident	ADJ
sc-3661	157	5	,	,	PUNCT
sc-3661	157	6	since	since	SCONJ
sc-3661	157	7	for	for	ADP
sc-3661	157	8	some	some	DET
sc-3661	157	9	states	state	NOUN
sc-3661	157	10	or	or	CCONJ
sc-3661	157	11	countries	country	NOUN
sc-3661	157	12	there	there	PRON
sc-3661	157	13	are	be	VERB
sc-3661	157	14	legal	legal	ADJ
sc-3661	157	15	rules	rule	NOUN
sc-3661	157	16	that	that	PRON
sc-3661	157	17	may	may	AUX
sc-3661	157	18	eventually	eventually	ADV
sc-3661	157	19	make	make	VERB
sc-3661	157	20	the	the	DET
sc-3661	157	21	task	task	NOUN
sc-3661	157	22	of	of	ADP
sc-3661	157	23	migrating	migrating	NOUN
sc-3661	157	24	data	datum	NOUN
sc-3661	157	25	to	to	ADP
sc-3661	157	26	an	an	DET
sc-3661	157	27	external	external	ADJ
sc-3661	157	28	environment	environment	NOUN
sc-3661	157	29	outside	outside	ADP
sc-3661	157	30	the	the	DET
sc-3661	157	31	datacentres	datacentre	NOUN
sc-3661	157	32	difficult	difficult	ADJ
sc-3661	157	33	;	;	PUNCT
sc-3661	157	34	•	•	X
sc-3661	157	35	there	there	PRON
sc-3661	157	36	is	be	VERB
sc-3661	157	37	a	a	DET
sc-3661	157	38	need	need	NOUN
sc-3661	157	39	for	for	ADP
sc-3661	157	40	ml	ml	NOUN
sc-3661	157	41	solutions	solution	NOUN
sc-3661	157	42	classified	classify	VERB
sc-3661	157	43	as	as	ADP
sc-3661	157	44	“	"	PUNCT
sc-3661	157	45	interim	interim	ADJ
sc-3661	157	46	.	.	PUNCT
sc-3661	157	47	”	"	PUNCT
sc-3661	158	1	the	the	DET
sc-3661	158	2	concept	concept	NOUN
sc-3661	158	3	of	of	ADP
sc-3661	158	4	“	"	PUNCT
sc-3661	158	5	interim	interim	ADJ
sc-3661	158	6	”	"	PUNCT
sc-3661	158	7	solutions	solution	NOUN
sc-3661	158	8	arises	arise	VERB
sc-3661	158	9	from	from	ADP
sc-3661	158	10	the	the	DET
sc-3661	158	11	fact	fact	NOUN
sc-3661	158	12	that	that	SCONJ
sc-3661	158	13	such	such	ADJ
sc-3661	158	14	solutions	solution	NOUN
sc-3661	158	15	are	be	AUX
sc-3661	158	16	compatible	compatible	ADJ
sc-3661	158	17	with	with	ADP
sc-3661	158	18	so	so	ADV
sc-3661	158	19	-	-	PUNCT
sc-3661	158	20	called	call	VERB
sc-3661	158	21	traditional	traditional	ADJ
sc-3661	158	22	saas	saas	NOUN
sc-3661	158	23	systems	system	NOUN
sc-3661	158	24	,	,	PUNCT
sc-3661	158	25	but	but	CCONJ
sc-3661	158	26	which	which	PRON
sc-3661	158	27	,	,	PUNCT
sc-3661	158	28	in	in	ADP
sc-3661	158	29	turn	turn	NOUN
sc-3661	158	30	,	,	PUNCT
sc-3661	158	31	are	be	AUX
sc-3661	158	32	used	use	VERB
sc-3661	158	33	for	for	ADP
sc-3661	158	34	a	a	DET
sc-3661	158	35	defined	define	VERB
sc-3661	158	36	period	period	NOUN
sc-3661	158	37	,	,	PUNCT
sc-3661	158	38	due	due	ADP
sc-3661	158	39	to	to	ADP
sc-3661	158	40	difficulties	difficulty	NOUN
sc-3661	158	41	such	such	ADJ
sc-3661	158	42	as	as	ADP
sc-3661	158	43	delays	delay	NOUN
sc-3661	158	44	or	or	CCONJ
sc-3661	158	45	obstacles	obstacle	NOUN
sc-3661	158	46	in	in	ADP
sc-3661	158	47	the	the	DET
sc-3661	158	48	adoption	adoption	NOUN
sc-3661	158	49	of	of	ADP
sc-3661	158	50	emerging	emerge	VERB
sc-3661	158	51	technologies	technology	NOUN
sc-3661	158	52	.	.	PUNCT
sc-3661	159	1	or	or	CCONJ
sc-3661	159	2	modern	modern	ADJ
sc-3661	159	3	,	,	PUNCT
sc-3661	159	4	like	like	ADP
sc-3661	159	5	cloud	cloud	NOUN
sc-3661	159	6	-	-	PUNCT
sc-3661	159	7	computing	compute	VERB
sc-3661	159	8	(	(	PUNCT
sc-3661	159	9	cloud	cloud	NOUN
sc-3661	159	10	computing	computing	NOUN
sc-3661	159	11	)	)	PUNCT
sc-3661	159	12	.	.	PUNCT
sc-3661	160	1	in	in	ADP
sc-3661	160	2	the	the	DET
sc-3661	160	3	framework	framework	NOUN
sc-3661	160	4	construction	construction	NOUN
sc-3661	160	5	,	,	PUNCT
sc-3661	160	6	[	[	X
sc-3661	160	7	29	29	NUM
sc-3661	160	8	]	]	PUNCT
sc-3661	160	9	proposes	propose	VERB
sc-3661	160	10	a	a	DET
sc-3661	160	11	set	set	NOUN
sc-3661	160	12	of	of	ADP
sc-3661	160	13	microservices	microservice	NOUN
sc-3661	160	14	described	describe	VERB
sc-3661	160	15	as	as	ADP
sc-3661	160	16	ml	ml	NOUN
sc-3661	160	17	-	-	PUNCT
sc-3661	160	18	oriented	orient	VERB
sc-3661	160	19	subsystems	subsystem	NOUN
sc-3661	160	20	.	.	PUNCT
sc-3661	161	1	this	this	DET
sc-3661	161	2	set	set	NOUN
sc-3661	161	3	of	of	ADP
sc-3661	161	4	microservices	microservice	NOUN
sc-3661	161	5	responsible	responsible	ADJ
sc-3661	161	6	for	for	ADP
sc-3661	161	7	making	make	VERB
sc-3661	161	8	ml	ml	NOUN
sc-3661	161	9	algorithms	algorithm	NOUN
sc-3661	161	10	available	available	ADJ
sc-3661	161	11	as	as	SCONJ
sc-3661	161	12	services	service	NOUN
sc-3661	161	13	represents	represent	VERB
sc-3661	161	14	the	the	DET
sc-3661	161	15	minerva	minerva	PROPN
sc-3661	161	16	framework	framework	NOUN
sc-3661	161	17	.	.	PUNCT
sc-3661	162	1	this	this	DET
sc-3661	162	2	framework	framework	NOUN
sc-3661	162	3	integrates	integrate	VERB
sc-3661	162	4	the	the	DET
sc-3661	162	5	traditional	traditional	ADJ
sc-3661	162	6	saas	saas	NOUN
sc-3661	162	7	ecosystem	ecosystem	NOUN
sc-3661	162	8	.	.	PUNCT
sc-3661	163	1	regarding	regard	VERB
sc-3661	163	2	the	the	DET
sc-3661	163	3	subsystems	subsystem	NOUN
sc-3661	163	4	,	,	PUNCT
sc-3661	163	5	it	it	PRON
sc-3661	163	6	is	be	AUX
sc-3661	163	7	possible	possible	ADJ
sc-3661	163	8	to	to	PART
sc-3661	163	9	highlight	highlight	VERB
sc-3661	163	10	the	the	DET
sc-3661	163	11	user	user	NOUN
sc-3661	163	12	interface	interface	PROPN
sc-3661	163	13	(	(	PUNCT
sc-3661	163	14	ui	ui	PROPN
sc-3661	163	15	)	)	PUNCT
sc-3661	163	16	,	,	PUNCT
sc-3661	163	17	database	database	NOUN
sc-3661	163	18	(	(	PUNCT
sc-3661	163	19	db	db	PROPN
sc-3661	163	20	)	)	PUNCT
sc-3661	163	21	,	,	PUNCT
sc-3661	163	22	the	the	DET
sc-3661	163	23	core	core	NOUN
sc-3661	163	24	subsystem	subsystem	NOUN
sc-3661	163	25	,	,	PUNCT
sc-3661	163	26	the	the	DET
sc-3661	163	27	platform	platform	NOUN
sc-3661	163	28	,	,	PUNCT
sc-3661	163	29	among	among	ADP
sc-3661	163	30	other	other	ADJ
sc-3661	163	31	subsystems	subsystem	NOUN
sc-3661	163	32	,	,	PUNCT
sc-3661	163	33	where	where	SCONJ
sc-3661	163	34	all	all	PRON
sc-3661	163	35	belong	belong	VERB
sc-3661	163	36	to	to	ADP
sc-3661	163	37	the	the	DET
sc-3661	163	38	datacentre	datacentre	NOUN
sc-3661	163	39	.	.	PUNCT
sc-3661	164	1	minerva	minerva	PROPN
sc-3661	164	2	framework	framework	PROPN
sc-3661	164	3	has	have	VERB
sc-3661	164	4	another	another	DET
sc-3661	164	5	relevant	relevant	ADJ
sc-3661	164	6	characteristic	characteristic	NOUN
sc-3661	164	7	:	:	PUNCT
sc-3661	164	8	the	the	DET
sc-3661	164	9	transactional	transactional	ADJ
sc-3661	164	10	solution	solution	NOUN
sc-3661	164	11	useful	useful	ADJ
sc-3661	164	12	for	for	ADP
sc-3661	164	13	companies	company	NOUN
sc-3661	164	14	that	that	PRON
sc-3661	164	15	are	be	AUX
sc-3661	164	16	in	in	ADP
sc-3661	164	17	the	the	DET
sc-3661	164	18	process	process	NOUN
sc-3661	164	19	of	of	ADP
sc-3661	164	20	migrating	migrating	NOUN
sc-3661	164	21	from	from	ADP
sc-3661	164	22	an	an	DET
sc-3661	164	23	on	on	ADP
sc-3661	164	24	-	-	PUNCT
sc-3661	164	25	premises	premise	NOUN
sc-3661	164	26	environment	environment	NOUN
sc-3661	164	27	to	to	ADP
sc-3661	164	28	a	a	DET
sc-3661	164	29	cloud	cloud	ADJ
sc-3661	164	30	environment	environment	NOUN
sc-3661	164	31	.	.	PUNCT
sc-3661	165	1	for	for	ADP
sc-3661	165	2	minerva	minerva	PROPN
sc-3661	165	3	,	,	PUNCT
sc-3661	165	4	ml	ml	PROPN
sc-3661	165	5	microservices	microservice	NOUN
sc-3661	165	6	are	be	AUX
sc-3661	165	7	a	a	DET
sc-3661	165	8	docker	docker	PROPN
sc-3661	165	9	container	container	NOUN
sc-3661	165	10	,	,	PUNCT
sc-3661	165	11	where	where	SCONJ
sc-3661	165	12	this	this	DET
sc-3661	165	13	container	container	NOUN
sc-3661	165	14	has	have	VERB
sc-3661	165	15	three	three	NUM
sc-3661	165	16	layers	layer	NOUN
sc-3661	165	17	,	,	PUNCT
sc-3661	165	18	as	as	SCONJ
sc-3661	165	19	highlighted	highlight	VERB
sc-3661	165	20	below	below	ADP
sc-3661	165	21	:	:	PUNCT
sc-3661	165	22	•	•	NUM
sc-3661	165	23	central	central	ADJ
sc-3661	165	24	layer	layer	NOUN
sc-3661	165	25	:	:	PUNCT
sc-3661	165	26	responsible	responsible	ADJ
sc-3661	165	27	for	for	ADP
sc-3661	165	28	interaction	interaction	NOUN
sc-3661	165	29	and	and	CCONJ
sc-3661	165	30	communication	communication	NOUN
sc-3661	165	31	with	with	ADP
sc-3661	165	32	other	other	ADJ
sc-3661	165	33	systems	system	NOUN
sc-3661	165	34	,	,	PUNCT
sc-3661	165	35	as	as	ADV
sc-3661	165	36	well	well	ADV
sc-3661	165	37	as	as	ADP
sc-3661	165	38	managing	manage	VERB
sc-3661	165	39	processes	process	NOUN
sc-3661	165	40	that	that	PRON
sc-3661	165	41	are	be	AUX
sc-3661	165	42	contained	contain	VERB
sc-3661	165	43	in	in	ADP
sc-3661	165	44	a	a	DET
sc-3661	165	45	container	container	NOUN
sc-3661	165	46	.	.	PUNCT
sc-3661	166	1	other	other	ADJ
sc-3661	166	2	features	feature	NOUN
sc-3661	166	3	such	such	ADJ
sc-3661	166	4	as	as	ADP
sc-3661	166	5	concurrency	concurrency	NOUN
sc-3661	166	6	control	control	NOUN
sc-3661	166	7	and	and	CCONJ
sc-3661	166	8	security	security	NOUN
sc-3661	166	9	mechanisms	mechanism	NOUN
sc-3661	166	10	and	and	CCONJ
sc-3661	166	11	settings	setting	NOUN
sc-3661	166	12	also	also	ADV
sc-3661	166	13	belong	belong	VERB
sc-3661	166	14	to	to	ADP
sc-3661	166	15	the	the	DET
sc-3661	166	16	central	central	ADJ
sc-3661	166	17	layer	layer	NOUN
sc-3661	166	18	;	;	PUNCT
sc-3661	166	19	•	•	NUM
sc-3661	166	20	abstraction	abstraction	NOUN
sc-3661	166	21	layer	layer	NOUN
sc-3661	166	22	:	:	PUNCT
sc-3661	166	23	the	the	DET
sc-3661	166	24	abstraction	abstraction	NOUN
sc-3661	166	25	layer	layer	NOUN
sc-3661	166	26	belonging	belong	VERB
sc-3661	166	27	to	to	ADP
sc-3661	166	28	the	the	DET
sc-3661	166	29	minerva	minerva	PROPN
sc-3661	166	30	framework	framework	NOUN
sc-3661	166	31	is	be	AUX
sc-3661	166	32	responsible	responsible	ADJ
sc-3661	166	33	for	for	ADP
sc-3661	166	34	carrying	carry	VERB
sc-3661	166	35	out	out	ADP
sc-3661	166	36	the	the	DET
sc-3661	166	37	dynamic	dynamic	ADJ
sc-3661	166	38	load	load	NOUN
sc-3661	166	39	of	of	ADP
sc-3661	166	40	the	the	DET
sc-3661	166	41	ml	ml	NOUN
sc-3661	166	42	algorithms	algorithm	NOUN
sc-3661	166	43	,	,	PUNCT
sc-3661	166	44	as	as	ADV
sc-3661	166	45	well	well	ADV
sc-3661	166	46	as	as	ADP
sc-3661	166	47	dealing	deal	VERB
sc-3661	166	48	with	with	ADP
sc-3661	166	49	versioning	versioning	NOUN
sc-3661	166	50	,	,	PUNCT
sc-3661	166	51	exception	exception	NOUN
sc-3661	166	52	management	management	NOUN
sc-3661	166	53	and	and	CCONJ
sc-3661	166	54	call	call	VERB
sc-3661	166	55	control	control	NOUN
sc-3661	166	56	of	of	ADP
sc-3661	166	57	functions	function	NOUN
sc-3661	166	58	known	know	VERB
sc-3661	166	59	as	as	ADP
sc-3661	166	60	callbacks	callback	NOUN
sc-3661	166	61	;	;	PUNCT
sc-3661	166	62	•	•	NUM
sc-3661	166	63	application	application	NOUN
sc-3661	166	64	layer	layer	NOUN
sc-3661	166	65	:	:	PUNCT
sc-3661	166	66	the	the	DET
sc-3661	166	67	application	application	NOUN
sc-3661	166	68	layer	layer	NOUN
sc-3661	166	69	belonging	belong	VERB
sc-3661	166	70	to	to	ADP
sc-3661	166	71	the	the	DET
sc-3661	166	72	minerva	minerva	PROPN
sc-3661	166	73	framework	framework	NOUN
sc-3661	166	74	aims	aim	VERB
sc-3661	166	75	to	to	PART
sc-3661	166	76	deal	deal	VERB
sc-3661	166	77	with	with	ADP
sc-3661	166	78	abstractions	abstraction	NOUN
sc-3661	166	79	and	and	CCONJ
sc-3661	166	80	support	support	VERB
sc-3661	166	81	the	the	DET
sc-3661	166	82	coding	coding	NOUN
sc-3661	166	83	of	of	ADP
sc-3661	166	84	ml	ml	ADP
sc-3661	166	85	algorithms	algorithm	NOUN
sc-3661	166	86	using	use	VERB
sc-3661	166	87	specific	specific	ADJ
sc-3661	166	88	libraries	library	NOUN
sc-3661	166	89	for	for	ADP
sc-3661	166	90	the	the	DET
sc-3661	166	91	context	context	NOUN
sc-3661	166	92	of	of	ADP
sc-3661	166	93	developing	develop	VERB
sc-3661	166	94	ml	ml	NOUN
sc-3661	166	95	algorithms	algorithm	NOUN
sc-3661	166	96	.	.	PUNCT
sc-3661	167	1	ref	ref	VERB
sc-3661	167	2	.	.	PUNCT
sc-3661	168	1	[	[	X
sc-3661	168	2	29	29	NUM
sc-3661	168	3	]	]	PUNCT
sc-3661	168	4	highlights	highlight	NOUN
sc-3661	168	5	that	that	PRON
sc-3661	168	6	minerva	minerva	PROPN
sc-3661	168	7	interacts	interact	VERB
sc-3661	168	8	with	with	ADP
sc-3661	168	9	legacy	legacy	NOUN
sc-3661	168	10	subsystems	subsystem	NOUN
sc-3661	168	11	.	.	PUNCT
sc-3661	169	1	such	such	ADJ
sc-3661	169	2	interaction	interaction	NOUN
sc-3661	169	3	occurs	occur	VERB
sc-3661	169	4	,	,	PUNCT
sc-3661	169	5	for	for	ADP
sc-3661	169	6	example	example	NOUN
sc-3661	169	7	,	,	PUNCT
sc-3661	169	8	with	with	ADP
sc-3661	169	9	the	the	DET
sc-3661	169	10	ui	ui	NOUN
sc-3661	169	11	or	or	CCONJ
sc-3661	169	12	the	the	DET
sc-3661	169	13	main	main	ADJ
sc-3661	169	14	subsystem	subsystem	NOUN
sc-3661	169	15	,	,	PUNCT
sc-3661	169	16	responsible	responsible	ADJ
sc-3661	169	17	for	for	ADP
sc-3661	169	18	making	make	VERB
sc-3661	169	19	predictions	prediction	NOUN
sc-3661	169	20	or	or	CCONJ
sc-3661	169	21	classifications	classification	NOUN
sc-3661	169	22	in	in	ADP
sc-3661	169	23	ml	ml	ADP
sc-3661	169	24	.	.	PUNCT
sc-3661	170	1	in	in	ADP
sc-3661	170	2	this	this	DET
sc-3661	170	3	framework	framework	NOUN
sc-3661	170	4	,	,	PUNCT
sc-3661	170	5	requests	request	NOUN
sc-3661	170	6	for	for	ADP
sc-3661	170	7	training	training	NOUN
sc-3661	170	8	can	can	AUX
sc-3661	170	9	be	be	AUX
sc-3661	170	10	orchestrated	orchestrate	VERB
sc-3661	170	11	as	as	ADV
sc-3661	170	12	soon	soon	ADV
sc-3661	170	13	as	as	SCONJ
sc-3661	170	14	there	there	PRON
sc-3661	170	15	is	be	VERB
sc-3661	170	16	data	datum	NOUN
sc-3661	170	17	prepared	prepare	VERB
sc-3661	170	18	through	through	ADP
sc-3661	170	19	the	the	DET
sc-3661	170	20	data	data	NOUN
sc-3661	170	21	processing	processing	NOUN
sc-3661	170	22	unit	unit	NOUN
sc-3661	170	23	(	(	PUNCT
sc-3661	170	24	data	data	NOUN
sc-3661	170	25	preprocessing	preprocessing	NOUN
sc-3661	170	26	subsystem	subsystem	NOUN
sc-3661	170	27	)	)	PUNCT
sc-3661	170	28	.	.	PUNCT
sc-3661	171	1	ref	ref	NOUN
sc-3661	171	2	.	.	PUNCT
sc-3661	172	1	[	[	X
sc-3661	172	2	29	29	NUM
sc-3661	172	3	]	]	PUNCT
sc-3661	172	4	describes	describe	VERB
sc-3661	172	5	that	that	SCONJ
sc-3661	172	6	the	the	DET
sc-3661	172	7	orchestration	orchestration	NOUN
sc-3661	172	8	subsystem	subsystem	NOUN
sc-3661	172	9	may	may	AUX
sc-3661	172	10	belong	belong	VERB
sc-3661	172	11	to	to	ADP
sc-3661	172	12	the	the	DET
sc-3661	172	13	set	set	NOUN
sc-3661	172	14	of	of	ADP
sc-3661	172	15	other	other	ADJ
sc-3661	172	16	subsystems	subsystem	NOUN
sc-3661	172	17	called	call	VERB
sc-3661	172	18	inherited	inherited	ADJ
sc-3661	172	19	subsystems	subsystem	NOUN
sc-3661	172	20	.	.	PUNCT
sc-3661	173	1	however	however	ADV
sc-3661	173	2	,	,	PUNCT
sc-3661	173	3	the	the	DET
sc-3661	173	4	orchestration	orchestration	NOUN
sc-3661	173	5	subsystem	subsystem	NOUN
sc-3661	173	6	can	can	AUX
sc-3661	173	7	also	also	ADV
sc-3661	173	8	be	be	AUX
sc-3661	173	9	used	use	VERB
sc-3661	173	10	in	in	ADP
sc-3661	173	11	an	an	DET
sc-3661	173	12	external	external	ADJ
sc-3661	173	13	environment	environment	NOUN
sc-3661	173	14	,	,	PUNCT
sc-3661	173	15	that	that	ADV
sc-3661	173	16	is	is	ADV
sc-3661	173	17	,	,	PUNCT
sc-3661	173	18	outside	outside	ADP
sc-3661	173	19	the	the	DET
sc-3661	173	20	set	set	NOUN
sc-3661	173	21	of	of	ADP
sc-3661	173	22	subsystems	subsystem	NOUN
sc-3661	173	23	,	,	PUNCT
sc-3661	173	24	if	if	SCONJ
sc-3661	173	25	there	there	PRON
sc-3661	173	26	is	be	VERB
sc-3661	173	27	a	a	DET
sc-3661	173	28	need	need	NOUN
sc-3661	173	29	to	to	PART
sc-3661	173	30	use	use	VERB
sc-3661	173	31	it	it	PRON
sc-3661	173	32	this	this	DET
sc-3661	173	33	way	way	NOUN
sc-3661	173	34	.	.	PUNCT
sc-3661	174	1	the	the	DET
sc-3661	174	2	data	datum	NOUN
sc-3661	174	3	used	use	VERB
sc-3661	174	4	and	and	CCONJ
sc-3661	174	5	processed	process	VERB
sc-3661	174	6	by	by	ADP
sc-3661	174	7	the	the	DET
sc-3661	174	8	ml	ml	PROPN
sc-3661	174	9	algorithms	algorithm	NOUN
sc-3661	174	10	are	be	AUX
sc-3661	174	11	extracted	extract	VERB
sc-3661	174	12	,	,	PUNCT
sc-3661	174	13	performing	perform	VERB
sc-3661	174	14	a	a	DET
sc-3661	174	15	pre	pre	NOUN
sc-3661	174	16	-	-	NOUN
sc-3661	174	17	processing	processing	NOUN
sc-3661	174	18	in	in	ADP
sc-3661	174	19	the	the	DET
sc-3661	174	20	unit	unit	NOUN
sc-3661	174	21	responsible	responsible	ADJ
sc-3661	174	22	for	for	ADP
sc-3661	174	23	data	data	NOUN
sc-3661	174	24	processing	processing	NOUN
sc-3661	174	25	.	.	PUNCT
sc-3661	175	1	in	in	ADP
sc-3661	175	2	conclusion	conclusion	NOUN
sc-3661	175	3	,	,	PUNCT
sc-3661	175	4	minerva	minerva	PROPN
sc-3661	175	5	is	be	AUX
sc-3661	175	6	a	a	DET
sc-3661	175	7	framework	framework	NOUN
sc-3661	175	8	that	that	PRON
sc-3661	175	9	integrates	integrate	VERB
sc-3661	175	10	ml	ml	X
sc-3661	175	11	with	with	ADP
sc-3661	175	12	microservices	microservice	NOUN
sc-3661	175	13	,	,	PUNCT
sc-3661	175	14	dedicated	dedicate	VERB
sc-3661	175	15	to	to	ADP
sc-3661	175	16	saas	saas	NOUN
sc-3661	175	17	environments	environment	NOUN
sc-3661	175	18	,	,	PUNCT
sc-3661	175	19	with	with	ADP
sc-3661	175	20	a	a	DET
sc-3661	175	21	focus	focus	NOUN
sc-3661	175	22	on	on	ADP
sc-3661	175	23	legacy	legacy	NOUN
sc-3661	175	24	systems	system	NOUN
sc-3661	175	25	.	.	PUNCT
sc-3661	176	1	one	one	NUM
sc-3661	176	2	of	of	ADP
sc-3661	176	3	the	the	DET
sc-3661	176	4	main	main	ADJ
sc-3661	176	5	goals	goal	NOUN
sc-3661	176	6	is	be	AUX
sc-3661	176	7	to	to	PART
sc-3661	176	8	encapsulate	encapsulate	VERB
sc-3661	176	9	the	the	DET
sc-3661	176	10	ml	ml	NOUN
sc-3661	176	11	algorithms	algorithm	NOUN
sc-3661	176	12	and	and	CCONJ
sc-3661	176	13	provide	provide	VERB
sc-3661	176	14	flexibility	flexibility	NOUN
sc-3661	176	15	for	for	ADP
sc-3661	176	16	using	use	VERB
sc-3661	176	17	different	different	ADJ
sc-3661	176	18	ml	ml	NOUN
sc-3661	176	19	libraries	library	NOUN
sc-3661	176	20	.	.	PUNCT
sc-3661	177	1	this	this	DET
sc-3661	177	2	flexibility	flexibility	NOUN
sc-3661	177	3	is	be	AUX
sc-3661	177	4	related	relate	VERB
sc-3661	177	5	to	to	ADP
sc-3661	177	6	the	the	DET
sc-3661	177	7	concept	concept	NOUN
sc-3661	177	8	of	of	ADP
sc-3661	177	9	bring	bring	VERB
sc-3661	177	10	your	your	PRON
sc-3661	177	11	own	own	ADJ
sc-3661	177	12	model	model	NOUN
sc-3661	177	13	or	or	CCONJ
sc-3661	177	14	algorithm	algorithm	NOUN
sc-3661	177	15	(	(	PUNCT
sc-3661	177	16	byomoa	byomoa	NOUN
sc-3661	177	17	)	)	PUNCT
sc-3661	177	18	.	.	PUNCT
sc-3661	178	1	the	the	DET
sc-3661	178	2	byomoa	byomoa	NOUN
sc-3661	178	3	concept	concept	NOUN
sc-3661	178	4	allows	allow	VERB
sc-3661	178	5	,	,	PUNCT
sc-3661	178	6	for	for	ADP
sc-3661	178	7	example	example	NOUN
sc-3661	178	8	,	,	PUNCT
sc-3661	178	9	flexibility	flexibility	NOUN
sc-3661	178	10	and	and	CCONJ
sc-3661	178	11	ease	ease	NOUN
sc-3661	178	12	in	in	ADP
sc-3661	178	13	choosing	choose	VERB
sc-3661	178	14	the	the	DET
sc-3661	178	15	use	use	NOUN
sc-3661	178	16	of	of	ADP
sc-3661	178	17	libraries	library	NOUN
sc-3661	178	18	that	that	PRON
sc-3661	178	19	will	will	AUX
sc-3661	178	20	be	be	AUX
sc-3661	178	21	used	use	VERB
sc-3661	178	22	for	for	ADP
sc-3661	178	23	the	the	DET
sc-3661	178	24	ml	ml	NOUN
sc-3661	178	25	algorithms	algorithm	NOUN
sc-3661	178	26	.	.	PUNCT
sc-3661	179	1	also	also	ADV
sc-3661	179	2	noteworthy	noteworthy	ADJ
sc-3661	179	3	is	be	AUX
sc-3661	179	4	the	the	DET
sc-3661	179	5	development	development	NOUN
sc-3661	179	6	of	of	ADP
sc-3661	179	7	ml	ml	NOUN
sc-3661	179	8	algorithms	algorithm	NOUN
sc-3661	179	9	,	,	PUNCT
sc-3661	179	10	which	which	PRON
sc-3661	179	11	have	have	VERB
sc-3661	179	12	an	an	DET
sc-3661	179	13	abstract	abstract	ADJ
sc-3661	179	14	interface	interface	NOUN
sc-3661	179	15	to	to	PART
sc-3661	179	16	perform	perform	VERB
sc-3661	179	17	predictions	prediction	NOUN
sc-3661	179	18	and	and	CCONJ
sc-3661	179	19	training	training	NOUN
sc-3661	179	20	using	use	VERB
sc-3661	179	21	microservices	microservice	NOUN
sc-3661	179	22	.	.	PUNCT
sc-3661	180	1	3.3	3.3	NUM
sc-3661	180	2	.	.	PUNCT
sc-3661	180	3	machine	machine	NOUN
sc-3661	180	4	learning	learning	NOUN
sc-3661	180	5	in	in	ADP
sc-3661	180	6	microservices	microservice	NOUN
sc-3661	180	7	architecture	architecture	NOUN
sc-3661	180	8	(	(	PUNCT
sc-3661	180	9	mlma	mlma	NOUN
sc-3661	180	10	)	)	PUNCT
sc-3661	180	11	machine	machine	NOUN
sc-3661	180	12	learning	learning	NOUN
sc-3661	180	13	in	in	ADP
sc-3661	180	14	microservices	microservice	NOUN
sc-3661	180	15	architecture	architecture	NOUN
sc-3661	180	16	(	(	PUNCT
sc-3661	180	17	mlma	mlma	NOUN
sc-3661	180	18	)	)	PUNCT
sc-3661	180	19	is	be	AUX
sc-3661	180	20	a	a	DET
sc-3661	180	21	framework	framework	NOUN
sc-3661	180	22	whose	whose	DET
sc-3661	180	23	objective	objective	NOUN
sc-3661	180	24	is	be	AUX
sc-3661	180	25	to	to	PART
sc-3661	180	26	promote	promote	VERB
sc-3661	180	27	some	some	DET
sc-3661	180	28	specific	specific	ADJ
sc-3661	180	29	design	design	NOUN
sc-3661	180	30	patterns	pattern	NOUN
sc-3661	180	31	for	for	ADP
sc-3661	180	32	building	building	NOUN
sc-3661	180	33	microservices	microservice	NOUN
sc-3661	180	34	with	with	ADP
sc-3661	180	35	unique	unique	ADJ
sc-3661	180	36	responsibilities	responsibility	NOUN
sc-3661	180	37	,	,	PUNCT
sc-3661	180	38	that	that	ADV
sc-3661	180	39	is	is	ADV
sc-3661	180	40	,	,	PUNCT
sc-3661	180	41	segregated	segregate	VERB
sc-3661	180	42	from	from	ADP
sc-3661	180	43	a	a	DET
sc-3661	180	44	monolithic	monolithic	ADJ
sc-3661	180	45	architecture	architecture	NOUN
sc-3661	180	46	[	[	X
sc-3661	180	47	30	30	NUM
sc-3661	180	48	]	]	PUNCT
sc-3661	180	49	.	.	PUNCT
sc-3661	181	1	specifically	specifically	ADV
sc-3661	181	2	,	,	PUNCT
sc-3661	181	3	this	this	DET
sc-3661	181	4	framework	framework	NOUN
sc-3661	181	5	demonstrates	demonstrate	VERB
sc-3661	181	6	two	two	NUM
sc-3661	181	7	use	use	NOUN
sc-3661	181	8	cases	case	NOUN
sc-3661	181	9	designed	design	VERB
sc-3661	181	10	for	for	ADP
sc-3661	181	11	smart	smart	ADJ
sc-3661	181	12	cities	city	NOUN
sc-3661	181	13	:	:	PUNCT
sc-3661	181	14	tourism	tourism	NOUN
sc-3661	181	15	recommendation	recommendation	NOUN
sc-3661	181	16	based	base	VERB
sc-3661	181	17	on	on	ADP
sc-3661	181	18	social	social	ADJ
sc-3661	181	19	media	medium	NOUN
sc-3661	181	20	photos	photo	NOUN
sc-3661	181	21	,	,	PUNCT
sc-3661	181	22	which	which	PRON
sc-3661	181	23	aims	aim	VERB
sc-3661	181	24	to	to	PART
sc-3661	181	25	identify	identify	VERB
sc-3661	181	26	the	the	DET
sc-3661	181	27	types	type	NOUN
sc-3661	181	28	of	of	ADP
sc-3661	181	29	environments	environment	NOUN
sc-3661	181	30	where	where	SCONJ
sc-3661	181	31	the	the	DET
sc-3661	181	32	photos	photo	NOUN
sc-3661	181	33	were	be	AUX
sc-3661	181	34	taken	take	VERB
sc-3661	181	35	and	and	CCONJ
sc-3661	181	36	build	build	VERB
sc-3661	181	37	a	a	DET
sc-3661	181	38	preference	preference	NOUN
sc-3661	181	39	profile	profile	NOUN
sc-3661	181	40	using	use	VERB
sc-3661	181	41	algorithms	algorithm	NOUN
sc-3661	181	42	in	in	ADP
sc-3661	181	43	the	the	DET
sc-3661	181	44	recommendation	recommendation	NOUN
sc-3661	181	45	system	system	NOUN
sc-3661	181	46	.	.	PUNCT
sc-3661	182	1	predictive	predictive	ADJ
sc-3661	182	2	policing	policing	NOUN
sc-3661	182	3	,	,	PUNCT
sc-3661	182	4	which	which	PRON
sc-3661	182	5	aims	aim	VERB
sc-3661	182	6	to	to	PART
sc-3661	182	7	make	make	VERB
sc-3661	182	8	spatial	spatial	ADJ
sc-3661	182	9	predictions	prediction	NOUN
sc-3661	182	10	related	relate	VERB
sc-3661	182	11	to	to	ADP
sc-3661	182	12	criminal	criminal	ADJ
sc-3661	182	13	incidence	incidence	NOUN
sc-3661	182	14	values	value	NOUN
sc-3661	182	15	for	for	ADP
sc-3661	182	16	a	a	DET
sc-3661	182	17	future	future	ADJ
sc-3661	182	18	time	time	NOUN
sc-3661	182	19	interval	interval	NOUN
sc-3661	182	20	[	[	X
sc-3661	182	21	30	30	NUM
sc-3661	182	22	]	]	PUNCT
sc-3661	182	23	.	.	PUNCT
sc-3661	183	1	quantitative	quantitative	ADJ
sc-3661	183	2	runtime	runtime	NOUN
sc-3661	183	3	data	datum	NOUN
sc-3661	183	4	were	be	AUX
sc-3661	183	5	collected	collect	VERB
sc-3661	183	6	in	in	ADP
sc-3661	183	7	the	the	DET
sc-3661	183	8	tourism	tourism	NOUN
sc-3661	183	9	recommendation	recommendation	NOUN
sc-3661	183	10	based	base	VERB
sc-3661	183	11	on	on	ADP
sc-3661	183	12	social	social	ADJ
sc-3661	183	13	media	medium	NOUN
sc-3661	183	14	photos	photo	NOUN
sc-3661	183	15	use	use	VERB
sc-3661	183	16	case	case	NOUN
sc-3661	183	17	(	(	PUNCT
sc-3661	183	18	table	table	NOUN
sc-3661	183	19	1	1	NUM
sc-3661	183	20	)	)	PUNCT
sc-3661	183	21	,	,	PUNCT
sc-3661	183	22	comparing	compare	VERB
sc-3661	183	23	the	the	DET
sc-3661	183	24	execution	execution	NOUN
sc-3661	183	25	time	time	NOUN
sc-3661	183	26	in	in	ADP
sc-3661	183	27	a	a	DET
sc-3661	183	28	monolithic	monolithic	ADJ
sc-3661	183	29	architecture	architecture	NOUN
sc-3661	183	30	and	and	CCONJ
sc-3661	183	31	mlma	mlma	NOUN
sc-3661	183	32	.	.	PUNCT
sc-3661	183	33	table	table	NOUN
sc-3661	184	1	1	1	NUM
sc-3661	184	2	.	.	PUNCT
sc-3661	184	3	processing	processing	NOUN
sc-3661	184	4	times	time	NOUN
sc-3661	184	5	for	for	ADP
sc-3661	184	6	recommendation	recommendation	NOUN
sc-3661	184	7	application	application	NOUN
sc-3661	184	8	[	[	X
sc-3661	184	9	30	30	NUM
sc-3661	184	10	]	]	PUNCT
sc-3661	184	11	mlma	mlma	NOUN
sc-3661	184	12	is	be	AUX
sc-3661	184	13	a	a	DET
sc-3661	184	14	generic	generic	ADJ
sc-3661	184	15	architectural	architectural	ADJ
sc-3661	184	16	proposal	proposal	NOUN
sc-3661	184	17	.	.	PUNCT
sc-3661	185	1	this	this	DET
sc-3661	185	2	architecture	architecture	NOUN
sc-3661	185	3	enables	enable	VERB
sc-3661	185	4	the	the	DET
sc-3661	185	5	implementation	implementation	NOUN
sc-3661	185	6	of	of	ADP
sc-3661	185	7	pipelines	pipeline	NOUN
sc-3661	185	8	for	for	ADP
sc-3661	185	9	ml	ml	NOUN
sc-3661	185	10	algorithms	algorithm	NOUN
sc-3661	185	11	,	,	PUNCT
sc-3661	185	12	where	where	SCONJ
sc-3661	185	13	the	the	DET
sc-3661	185	14	framework	framework	NOUN
sc-3661	185	15	has	have	VERB
sc-3661	185	16	the	the	DET
sc-3661	185	17	separation	separation	NOUN
sc-3661	185	18	of	of	ADP
sc-3661	185	19	common	common	ADJ
sc-3661	185	20	steps	step	NOUN
sc-3661	185	21	in	in	ADP
sc-3661	185	22	order	order	NOUN
sc-3661	185	23	to	to	PART
sc-3661	185	24	build	build	VERB
sc-3661	185	25	more	more	ADV
sc-3661	185	26	adequate	adequate	ADJ
sc-3661	185	27	services	service	NOUN
sc-3661	185	28	.	.	PUNCT
sc-3661	186	1	ref	ref	NOUN
sc-3661	186	2	.	.	PUNCT
sc-3661	187	1	[	[	X
sc-3661	187	2	30	30	NUM
sc-3661	187	3	]	]	PUNCT
sc-3661	187	4	points	point	VERB
sc-3661	187	5	out	out	ADP
sc-3661	187	6	that	that	SCONJ
sc-3661	187	7	microservices	microservice	NOUN
sc-3661	187	8	bring	bring	VERB
sc-3661	187	9	benefits	benefit	NOUN
sc-3661	187	10	to	to	ADP
sc-3661	187	11	the	the	DET
sc-3661	187	12	maintenance	maintenance	NOUN
sc-3661	187	13	and	and	CCONJ
sc-3661	187	14	performance	performance	NOUN
sc-3661	187	15	of	of	ADP
sc-3661	187	16	the	the	DET
sc-3661	187	17	framework	framework	NOUN
sc-3661	187	18	,	,	PUNCT
sc-3661	187	19	where	where	SCONJ
sc-3661	187	20	the	the	DET
sc-3661	187	21	design	design	NOUN
sc-3661	187	22	makes	make	VERB
sc-3661	187	23	it	it	PRON
sc-3661	187	24	possible	possible	ADJ
sc-3661	187	25	to	to	PART
sc-3661	187	26	work	work	VERB
sc-3661	187	27	with	with	ADP
sc-3661	187	28	codes	code	NOUN
sc-3661	187	29	in	in	ADP
sc-3661	187	30	pipelines	pipeline	NOUN
sc-3661	187	31	of	of	ADP
sc-3661	187	32	ml	ml	NOUN
sc-3661	187	33	algorithms	algorithm	NOUN
sc-3661	187	34	,	,	PUNCT
sc-3661	187	35	as	as	ADV
sc-3661	187	36	well	well	ADV
sc-3661	187	37	as	as	ADP
sc-3661	187	38	being	be	AUX
sc-3661	187	39	an	an	DET
sc-3661	187	40	approach	approach	NOUN
sc-3661	187	41	that	that	PRON
sc-3661	187	42	uses	use	VERB
sc-3661	187	43	microservices	microservice	NOUN
sc-3661	187	44	.	.	PUNCT
sc-3661	188	1	the	the	DET
sc-3661	188	2	framework	framework	NOUN
sc-3661	188	3	also	also	ADV
sc-3661	188	4	enjoys	enjoy	VERB
sc-3661	188	5	other	other	ADJ
sc-3661	188	6	benefits	benefit	NOUN
sc-3661	188	7	such	such	ADJ
sc-3661	188	8	as	as	ADP
sc-3661	188	9	,	,	PUNCT
sc-3661	188	10	for	for	ADP
sc-3661	188	11	example	example	NOUN
sc-3661	188	12	,	,	PUNCT
sc-3661	188	13	the	the	DET
sc-3661	188	14	independence	independence	NOUN
sc-3661	188	15	between	between	ADP
sc-3661	188	16	each	each	PRON
sc-3661	188	17	of	of	ADP
sc-3661	188	18	the	the	DET
sc-3661	188	19	microservices	microservice	NOUN
sc-3661	188	20	and	and	CCONJ
sc-3661	188	21	,	,	PUNCT
sc-3661	188	22	consequently	consequently	ADV
sc-3661	188	23	,	,	PUNCT
sc-3661	188	24	favouring	favour	VERB
sc-3661	188	25	reuse	reuse	NOUN
sc-3661	188	26	for	for	ADP
sc-3661	188	27	a	a	DET
sc-3661	188	28	set	set	NOUN
sc-3661	188	29	of	of	ADP
sc-3661	188	30	different	different	ADJ
sc-3661	188	31	tasks	task	NOUN
sc-3661	188	32	that	that	PRON
sc-3661	188	33	are	be	AUX
sc-3661	188	34	present	present	ADJ
sc-3661	188	35	within	within	ADP
sc-3661	188	36	a	a	DET
sc-3661	188	37	specific	specific	ADJ
sc-3661	188	38	workflow	workflow	NOUN
sc-3661	188	39	.	.	PUNCT
sc-3661	189	1	eai	eai	PROPN
sc-3661	189	2	endorsed	endorse	VERB
sc-3661	189	3	transactions	transaction	NOUN
sc-3661	189	4	on	on	ADP
sc-3661	189	5	smart	smart	ADJ
sc-3661	189	6	cities	city	NOUN
sc-3661	189	7	|	|	ADV
sc-3661	189	8	volume	volume	VERB
sc-3661	189	9	7	7	NUM
sc-3661	189	10	|	|	NOUN
sc-3661	189	11	issue	issue	NOUN
sc-3661	189	12	3	3	NUM
sc-3661	190	1	|	|	NOUN
sc-3661	190	2	mlops	mlop	NOUN
sc-3661	190	3	and	and	CCONJ
sc-3661	190	4	microservices	microservice	VERB
sc-3661	190	5	frameworks	framework	NOUN
sc-3661	190	6	in	in	ADP
sc-3661	190	7	the	the	DET
sc-3661	190	8	perspective	perspective	NOUN
sc-3661	190	9	of	of	ADP
sc-3661	190	10	smart	smart	ADJ
sc-3661	190	11	cities	city	NOUN
sc-3661	190	12	7	7	NUM
sc-3661	190	13	one	one	NUM
sc-3661	190	14	of	of	ADP
sc-3661	190	15	the	the	DET
sc-3661	190	16	primary	primary	ADJ
sc-3661	190	17	advantages	advantage	NOUN
sc-3661	190	18	or	or	CCONJ
sc-3661	190	19	benefits	benefit	NOUN
sc-3661	190	20	that	that	PRON
sc-3661	190	21	has	have	AUX
sc-3661	190	22	been	be	AUX
sc-3661	190	23	suggested	suggest	VERB
sc-3661	190	24	is	be	AUX
sc-3661	190	25	the	the	DET
sc-3661	190	26	capacity	capacity	NOUN
sc-3661	190	27	to	to	PART
sc-3661	190	28	migrate	migrate	VERB
sc-3661	190	29	from	from	ADP
sc-3661	190	30	a	a	DET
sc-3661	190	31	monolithic	monolithic	ADJ
sc-3661	190	32	architecture	architecture	NOUN
sc-3661	190	33	to	to	ADP
sc-3661	190	34	an	an	DET
sc-3661	190	35	architecture	architecture	NOUN
sc-3661	190	36	based	base	VERB
sc-3661	190	37	on	on	ADP
sc-3661	190	38	microservices	microservice	NOUN
sc-3661	190	39	,	,	PUNCT
sc-3661	190	40	enabling	enable	VERB
sc-3661	190	41	the	the	DET
sc-3661	190	42	utilization	utilization	NOUN
sc-3661	190	43	of	of	ADP
sc-3661	190	44	ml	ml	ADP
sc-3661	190	45	algorithms	algorithm	NOUN
sc-3661	190	46	in	in	ADP
sc-3661	190	47	a	a	DET
sc-3661	190	48	reusable	reusable	ADJ
sc-3661	190	49	manner	manner	NOUN
sc-3661	190	50	across	across	ADP
sc-3661	190	51	various	various	ADJ
sc-3661	190	52	tasks	task	NOUN
sc-3661	190	53	within	within	ADP
sc-3661	190	54	the	the	DET
sc-3661	190	55	same	same	ADJ
sc-3661	190	56	workflow	workflow	NOUN
sc-3661	190	57	.	.	PUNCT
sc-3661	191	1	[	[	X
sc-3661	191	2	30	30	NUM
sc-3661	191	3	]	]	PUNCT
sc-3661	191	4	detail	detail	NOUN
sc-3661	191	5	the	the	DET
sc-3661	191	6	components	component	NOUN
sc-3661	191	7	of	of	ADP
sc-3661	191	8	mlma	mlma	NOUN
sc-3661	191	9	as	as	SCONJ
sc-3661	191	10	follows	follow	VERB
sc-3661	191	11	:	:	PUNCT
sc-3661	191	12	(	(	PUNCT
sc-3661	191	13	i	i	NOUN
sc-3661	191	14	)	)	PUNCT
sc-3661	191	15	flow	flow	NOUN
sc-3661	191	16	controller	controller	NOUN
sc-3661	191	17	service	service	NOUN
sc-3661	191	18	and	and	CCONJ
sc-3661	191	19	post	post	NOUN
sc-3661	191	20	processing	processing	NOUN
sc-3661	191	21	service	service	NOUN
sc-3661	191	22	:	:	PUNCT
sc-3661	191	23	generates	generate	VERB
sc-3661	191	24	the	the	DET
sc-3661	191	25	information	information	NOUN
sc-3661	191	26	that	that	PRON
sc-3661	191	27	comes	come	VERB
sc-3661	191	28	from	from	ADP
sc-3661	191	29	the	the	DET
sc-3661	191	30	result	result	NOUN
sc-3661	191	31	of	of	ADP
sc-3661	191	32	data	data	NOUN
sc-3661	191	33	classification	classification	NOUN
sc-3661	191	34	processing	processing	NOUN
sc-3661	191	35	.	.	PUNCT
sc-3661	192	1	if	if	SCONJ
sc-3661	192	2	the	the	DET
sc-3661	192	3	flow	flow	NOUN
sc-3661	192	4	controller	controller	NOUN
sc-3661	192	5	service	service	NOUN
sc-3661	192	6	is	be	AUX
sc-3661	192	7	not	not	PART
sc-3661	192	8	applied	apply	VERB
sc-3661	192	9	,	,	PUNCT
sc-3661	192	10	the	the	DET
sc-3661	192	11	steps	step	NOUN
sc-3661	192	12	related	relate	VERB
sc-3661	192	13	to	to	ADP
sc-3661	192	14	communication	communication	NOUN
sc-3661	192	15	can	can	AUX
sc-3661	192	16	be	be	AUX
sc-3661	192	17	performed	perform	VERB
sc-3661	192	18	directly	directly	ADV
sc-3661	192	19	between	between	ADP
sc-3661	192	20	the	the	DET
sc-3661	192	21	client	client	NOUN
sc-3661	192	22	and	and	CCONJ
sc-3661	192	23	the	the	DET
sc-3661	192	24	data	data	NOUN
sc-3661	192	25	collection	collection	NOUN
sc-3661	192	26	service	service	NOUN
sc-3661	192	27	.	.	PUNCT
sc-3661	193	1	(	(	PUNCT
sc-3661	193	2	ii	ii	NOUN
sc-3661	193	3	)	)	PUNCT
sc-3661	193	4	data	datum	NOUN
sc-3661	193	5	collector	collector	NOUN
sc-3661	193	6	service	service	NOUN
sc-3661	193	7	:	:	PUNCT
sc-3661	193	8	performs	perform	VERB
sc-3661	193	9	the	the	DET
sc-3661	193	10	extraction	extraction	NOUN
sc-3661	193	11	of	of	ADP
sc-3661	193	12	information	information	NOUN
sc-3661	193	13	,	,	PUNCT
sc-3661	193	14	data	datum	NOUN
sc-3661	193	15	,	,	PUNCT
sc-3661	193	16	and	and	CCONJ
sc-3661	193	17	content	content	NOUN
sc-3661	193	18	from	from	ADP
sc-3661	193	19	a	a	DET
sc-3661	193	20	specific	specific	ADJ
sc-3661	193	21	source	source	NOUN
sc-3661	193	22	to	to	PART
sc-3661	193	23	make	make	VERB
sc-3661	193	24	available	available	ADJ
sc-3661	193	25	for	for	ADP
sc-3661	193	26	a	a	DET
sc-3661	193	27	later	later	ADJ
sc-3661	193	28	stage	stage	NOUN
sc-3661	193	29	of	of	ADP
sc-3661	193	30	analysis	analysis	NOUN
sc-3661	193	31	.	.	PUNCT
sc-3661	194	1	this	this	DET
sc-3661	194	2	service	service	NOUN
sc-3661	194	3	does	do	AUX
sc-3661	194	4	not	not	PART
sc-3661	194	5	perform	perform	VERB
sc-3661	194	6	any	any	DET
sc-3661	194	7	type	type	NOUN
sc-3661	194	8	of	of	ADP
sc-3661	194	9	analysis	analysis	NOUN
sc-3661	194	10	or	or	CCONJ
sc-3661	194	11	application	application	NOUN
sc-3661	194	12	of	of	ADP
sc-3661	194	13	data	datum	NOUN
sc-3661	194	14	analysis	analysis	NOUN
sc-3661	194	15	techniques	technique	NOUN
sc-3661	194	16	.	.	PUNCT
sc-3661	195	1	the	the	DET
sc-3661	195	2	service	service	NOUN
sc-3661	195	3	supports	support	VERB
sc-3661	195	4	both	both	CCONJ
sc-3661	195	5	structured	structured	ADJ
sc-3661	195	6	and	and	CCONJ
sc-3661	195	7	unstructured	unstructured	ADJ
sc-3661	195	8	data	datum	NOUN
sc-3661	195	9	;	;	PUNCT
sc-3661	195	10	(	(	PUNCT
sc-3661	195	11	iii	iii	X
sc-3661	195	12	)	)	PUNCT
sc-3661	195	13	data	datum	NOUN
sc-3661	195	14	orchestrator	orchestrator	NOUN
sc-3661	195	15	service	service	NOUN
sc-3661	195	16	:	:	PUNCT
sc-3661	195	17	presents	present	VERB
sc-3661	195	18	intermediary	intermediary	ADJ
sc-3661	195	19	responsibilities	responsibility	NOUN
sc-3661	195	20	between	between	ADP
sc-3661	195	21	three	three	NUM
sc-3661	195	22	different	different	ADJ
sc-3661	195	23	services	service	NOUN
sc-3661	195	24	.	.	PUNCT
sc-3661	196	1	this	this	DET
sc-3661	196	2	service	service	NOUN
sc-3661	196	3	communicates	communicate	VERB
sc-3661	196	4	with	with	ADP
sc-3661	196	5	the	the	DET
sc-3661	196	6	data	datum	NOUN
sc-3661	196	7	collection	collection	NOUN
sc-3661	196	8	,	,	PUNCT
sc-3661	196	9	feature	feature	NOUN
sc-3661	196	10	extraction	extraction	NOUN
sc-3661	196	11	,	,	PUNCT
sc-3661	196	12	and	and	CCONJ
sc-3661	196	13	classification	classification	NOUN
sc-3661	196	14	and	and	CCONJ
sc-3661	196	15	prediction	prediction	NOUN
sc-3661	196	16	services	service	NOUN
sc-3661	196	17	through	through	ADP
sc-3661	196	18	an	an	DET
sc-3661	196	19	orchestration	orchestration	NOUN
sc-3661	196	20	.	.	PUNCT
sc-3661	197	1	after	after	ADP
sc-3661	197	2	obtaining	obtain	VERB
sc-3661	197	3	the	the	DET
sc-3661	197	4	data	datum	NOUN
sc-3661	197	5	,	,	PUNCT
sc-3661	197	6	they	they	PRON
sc-3661	197	7	are	be	AUX
sc-3661	197	8	sent	send	VERB
sc-3661	197	9	through	through	ADP
sc-3661	197	10	a	a	DET
sc-3661	197	11	structure	structure	NOUN
sc-3661	197	12	that	that	PRON
sc-3661	197	13	makes	make	VERB
sc-3661	197	14	the	the	DET
sc-3661	197	15	data	datum	NOUN
sc-3661	197	16	available	available	ADJ
sc-3661	197	17	for	for	ADP
sc-3661	197	18	use	use	NOUN
sc-3661	197	19	.	.	PUNCT
sc-3661	198	1	features	feature	NOUN
sc-3661	198	2	are	be	AUX
sc-3661	198	3	extracted	extract	VERB
sc-3661	198	4	and	and	CCONJ
sc-3661	198	5	processed	process	VERB
sc-3661	198	6	in	in	ADP
sc-3661	198	7	order	order	NOUN
sc-3661	198	8	to	to	PART
sc-3661	198	9	be	be	AUX
sc-3661	198	10	used	use	VERB
sc-3661	198	11	by	by	ADP
sc-3661	198	12	other	other	ADJ
sc-3661	198	13	services	service	NOUN
sc-3661	198	14	,	,	PUNCT
sc-3661	198	15	with	with	ADP
sc-3661	198	16	a	a	DET
sc-3661	198	17	diversity	diversity	NOUN
sc-3661	198	18	of	of	ADP
sc-3661	198	19	structures	structure	NOUN
sc-3661	198	20	and	and	CCONJ
sc-3661	198	21	categories	category	NOUN
sc-3661	198	22	of	of	ADP
sc-3661	198	23	possible	possible	ADJ
sc-3661	198	24	classifiers	classifier	NOUN
sc-3661	198	25	.	.	PUNCT
sc-3661	199	1	once	once	SCONJ
sc-3661	199	2	the	the	DET
sc-3661	199	3	preparation	preparation	NOUN
sc-3661	199	4	process	process	NOUN
sc-3661	199	5	is	be	AUX
sc-3661	199	6	complete	complete	ADJ
sc-3661	199	7	,	,	PUNCT
sc-3661	199	8	the	the	DET
sc-3661	199	9	data	data	NOUN
sc-3661	199	10	is	be	AUX
sc-3661	199	11	sent	send	VERB
sc-3661	199	12	to	to	ADP
sc-3661	199	13	the	the	DET
sc-3661	199	14	new	new	ADJ
sc-3661	199	15	data	data	NOUN
sc-3661	199	16	structure	structure	NOUN
sc-3661	199	17	through	through	ADP
sc-3661	199	18	a	a	DET
sc-3661	199	19	data	datum	NOUN
sc-3661	199	20	analysis	analysis	NOUN
sc-3661	199	21	service	service	NOUN
sc-3661	199	22	and	and	CCONJ
sc-3661	199	23	,	,	PUNCT
sc-3661	199	24	at	at	ADP
sc-3661	199	25	the	the	DET
sc-3661	199	26	end	end	NOUN
sc-3661	199	27	,	,	PUNCT
sc-3661	199	28	the	the	DET
sc-3661	199	29	results	result	NOUN
sc-3661	199	30	of	of	ADP
sc-3661	199	31	the	the	DET
sc-3661	199	32	previously	previously	ADV
sc-3661	199	33	performed	perform	VERB
sc-3661	199	34	processing	processing	NOUN
sc-3661	199	35	are	be	AUX
sc-3661	199	36	received	receive	VERB
sc-3661	199	37	.	.	PUNCT
sc-3661	200	1	(	(	PUNCT
sc-3661	200	2	iv	iv	X
sc-3661	200	3	)	)	PUNCT
sc-3661	200	4	data	datum	NOUN
sc-3661	200	5	handler	handler	NOUN
sc-3661	200	6	service	service	NOUN
sc-3661	200	7	:	:	PUNCT
sc-3661	200	8	in	in	ADP
sc-3661	200	9	some	some	DET
sc-3661	200	10	circumstances	circumstance	NOUN
sc-3661	200	11	,	,	PUNCT
sc-3661	200	12	it	it	PRON
sc-3661	200	13	is	be	AUX
sc-3661	200	14	necessary	necessary	ADJ
sc-3661	200	15	to	to	AUX
sc-3661	200	16	pre	pre	VERB
sc-3661	200	17	-	-	VERB
sc-3661	200	18	process	process	VERB
sc-3661	200	19	the	the	DET
sc-3661	200	20	data	datum	NOUN
sc-3661	200	21	before	before	ADP
sc-3661	200	22	extracting	extract	VERB
sc-3661	200	23	the	the	DET
sc-3661	200	24	features	feature	NOUN
sc-3661	200	25	.	.	PUNCT
sc-3661	201	1	this	this	DET
sc-3661	201	2	service	service	NOUN
sc-3661	201	3	handles	handle	VERB
sc-3661	201	4	and	and	CCONJ
sc-3661	201	5	processes	process	VERB
sc-3661	201	6	data	datum	NOUN
sc-3661	201	7	,	,	PUNCT
sc-3661	201	8	where	where	SCONJ
sc-3661	201	9	some	some	DET
sc-3661	201	10	information	information	NOUN
sc-3661	201	11	is	be	AUX
sc-3661	201	12	not	not	PART
sc-3661	201	13	necessarily	necessarily	ADV
sc-3661	201	14	extracted	extract	VERB
sc-3661	201	15	from	from	ADP
sc-3661	201	16	the	the	DET
sc-3661	201	17	data	datum	NOUN
sc-3661	201	18	.	.	PUNCT
sc-3661	202	1	on	on	ADP
sc-3661	202	2	the	the	DET
sc-3661	202	3	other	other	ADJ
sc-3661	202	4	hand	hand	NOUN
sc-3661	202	5	,	,	PUNCT
sc-3661	202	6	a	a	DET
sc-3661	202	7	filter	filter	NOUN
sc-3661	202	8	is	be	AUX
sc-3661	202	9	performed	perform	VERB
sc-3661	202	10	on	on	ADP
sc-3661	202	11	the	the	DET
sc-3661	202	12	data	datum	NOUN
sc-3661	202	13	and	and	CCONJ
sc-3661	202	14	,	,	PUNCT
sc-3661	202	15	therefore	therefore	ADV
sc-3661	202	16	,	,	PUNCT
sc-3661	202	17	it	it	PRON
sc-3661	202	18	can	can	AUX
sc-3661	202	19	generate	generate	VERB
sc-3661	202	20	some	some	DET
sc-3661	202	21	complexities	complexity	NOUN
sc-3661	202	22	for	for	ADP
sc-3661	202	23	the	the	DET
sc-3661	202	24	classification	classification	NOUN
sc-3661	202	25	,	,	PUNCT
sc-3661	202	26	or	or	CCONJ
sc-3661	202	27	the	the	DET
sc-3661	202	28	service	service	NOUN
sc-3661	202	29	can	can	AUX
sc-3661	202	30	perform	perform	VERB
sc-3661	202	31	some	some	DET
sc-3661	202	32	modification	modification	NOUN
sc-3661	202	33	to	to	PART
sc-3661	202	34	adapt	adapt	VERB
sc-3661	202	35	the	the	DET
sc-3661	202	36	data	datum	NOUN
sc-3661	202	37	considering	consider	VERB
sc-3661	202	38	some	some	DET
sc-3661	202	39	pattern	pattern	NOUN
sc-3661	202	40	.	.	PUNCT
sc-3661	203	1	(	(	PUNCT
sc-3661	203	2	v	v	NOUN
sc-3661	203	3	)	)	PUNCT
sc-3661	203	4	features	feature	VERB
sc-3661	203	5	service	service	NOUN
sc-3661	203	6	:	:	PUNCT
sc-3661	203	7	extracts	extract	NOUN
sc-3661	203	8	feature	feature	NOUN
sc-3661	203	9	that	that	PRON
sc-3661	203	10	are	be	AUX
sc-3661	203	11	used	use	VERB
sc-3661	203	12	by	by	ADP
sc-3661	203	13	ml	ml	NOUN
sc-3661	203	14	algorithms	algorithm	NOUN
sc-3661	203	15	from	from	ADP
sc-3661	203	16	the	the	DET
sc-3661	203	17	generic	generic	ADJ
sc-3661	203	18	architecture	architecture	NOUN
sc-3661	203	19	.	.	PUNCT
sc-3661	204	1	in	in	ADP
sc-3661	204	2	this	this	DET
sc-3661	204	3	service	service	NOUN
sc-3661	204	4	are	be	AUX
sc-3661	204	5	located	locate	VERB
sc-3661	204	6	the	the	DET
sc-3661	204	7	raw	raw	ADJ
sc-3661	204	8	or	or	CCONJ
sc-3661	204	9	pre	pre	ADJ
sc-3661	204	10	-	-	ADJ
sc-3661	204	11	processed	processed	ADJ
sc-3661	204	12	data	datum	NOUN
sc-3661	204	13	that	that	PRON
sc-3661	204	14	are	be	AUX
sc-3661	204	15	later	later	ADV
sc-3661	204	16	used	use	VERB
sc-3661	204	17	in	in	ADP
sc-3661	204	18	classification	classification	NOUN
sc-3661	204	19	or	or	CCONJ
sc-3661	204	20	prediction	prediction	NOUN
sc-3661	204	21	.	.	PUNCT
sc-3661	205	1	the	the	DET
sc-3661	205	2	concept	concept	NOUN
sc-3661	205	3	of	of	ADP
sc-3661	205	4	feature	feature	NOUN
sc-3661	205	5	extraction	extraction	NOUN
sc-3661	205	6	considers	consider	VERB
sc-3661	205	7	the	the	DET
sc-3661	205	8	action	action	NOUN
sc-3661	205	9	of	of	ADP
sc-3661	205	10	obtaining	obtain	VERB
sc-3661	205	11	information	information	NOUN
sc-3661	205	12	or	or	CCONJ
sc-3661	205	13	performing	perform	VERB
sc-3661	205	14	a	a	DET
sc-3661	205	15	data	data	NOUN
sc-3661	205	16	processing	processing	NOUN
sc-3661	205	17	step	step	NOUN
sc-3661	205	18	to	to	PART
sc-3661	205	19	provide	provide	VERB
sc-3661	205	20	learning	learn	VERB
sc-3661	205	21	in	in	ADP
sc-3661	205	22	a	a	DET
sc-3661	205	23	simplified	simplified	ADJ
sc-3661	205	24	way	way	NOUN
sc-3661	205	25	through	through	ADP
sc-3661	205	26	ml	ml	ADP
sc-3661	205	27	algorithms	algorithm	NOUN
sc-3661	205	28	and	and	CCONJ
sc-3661	205	29	training	training	NOUN
sc-3661	205	30	techniques	technique	NOUN
sc-3661	205	31	.	.	PUNCT
sc-3661	206	1	the	the	DET
sc-3661	206	2	mlma	mlma	NOUN
sc-3661	206	3	framework	framework	NOUN
sc-3661	206	4	is	be	AUX
sc-3661	206	5	characterized	characterize	VERB
sc-3661	206	6	by	by	ADP
sc-3661	206	7	using	use	VERB
sc-3661	206	8	microservices	microservice	NOUN
sc-3661	206	9	in	in	ADP
sc-3661	206	10	its	its	PRON
sc-3661	206	11	approach	approach	NOUN
sc-3661	206	12	and	and	CCONJ
sc-3661	206	13	separating	separate	VERB
sc-3661	206	14	the	the	DET
sc-3661	206	15	responsibilities	responsibility	NOUN
sc-3661	206	16	of	of	ADP
sc-3661	206	17	extracting	extract	VERB
sc-3661	206	18	features	feature	NOUN
sc-3661	206	19	from	from	ADP
sc-3661	206	20	classification	classification	NOUN
sc-3661	206	21	or	or	CCONJ
sc-3661	206	22	prediction	prediction	NOUN
sc-3661	206	23	.	.	PUNCT
sc-3661	207	1	(	(	PUNCT
sc-3661	207	2	vi	vi	X
sc-3661	207	3	)	)	PUNCT
sc-3661	207	4	predict	predict	VERB
sc-3661	207	5	/	/	SYM
sc-3661	207	6	classification	classification	NOUN
sc-3661	207	7	service	service	NOUN
sc-3661	207	8	:	:	PUNCT
sc-3661	207	9	responsible	responsible	ADJ
sc-3661	207	10	for	for	ADP
sc-3661	207	11	generating	generate	VERB
sc-3661	207	12	the	the	DET
sc-3661	207	13	most	most	ADV
sc-3661	207	14	significant	significant	ADJ
sc-3661	207	15	and	and	CCONJ
sc-3661	207	16	important	important	ADJ
sc-3661	207	17	information	information	NOUN
sc-3661	207	18	for	for	ADP
sc-3661	207	19	the	the	DET
sc-3661	207	20	user	user	NOUN
sc-3661	207	21	.	.	PUNCT
sc-3661	208	1	the	the	DET
sc-3661	208	2	result	result	NOUN
sc-3661	208	3	is	be	AUX
sc-3661	208	4	a	a	DET
sc-3661	208	5	classification	classification	NOUN
sc-3661	208	6	or	or	CCONJ
sc-3661	208	7	prediction	prediction	NOUN
sc-3661	208	8	,	,	PUNCT
sc-3661	208	9	as	as	ADV
sc-3661	208	10	well	well	ADV
sc-3661	208	11	as	as	ADP
sc-3661	208	12	any	any	DET
sc-3661	208	13	other	other	ADJ
sc-3661	208	14	possible	possible	ADJ
sc-3661	208	15	process	process	NOUN
sc-3661	208	16	that	that	PRON
sc-3661	208	17	uses	use	VERB
sc-3661	208	18	other	other	ADJ
sc-3661	208	19	ml	ml	NOUN
sc-3661	208	20	algorithms	algorithm	NOUN
sc-3661	208	21	,	,	PUNCT
sc-3661	208	22	these	these	DET
sc-3661	208	23	ml	ml	NOUN
sc-3661	208	24	algorithms	algorithm	NOUN
sc-3661	208	25	being	be	AUX
sc-3661	208	26	implementable	implementable	ADJ
sc-3661	208	27	in	in	ADP
sc-3661	208	28	this	this	DET
sc-3661	208	29	service	service	NOUN
sc-3661	208	30	.	.	PUNCT
sc-3661	209	1	unlike	unlike	ADP
sc-3661	209	2	other	other	ADJ
sc-3661	209	3	proposals	proposal	NOUN
sc-3661	209	4	,	,	PUNCT
sc-3661	209	5	where	where	SCONJ
sc-3661	209	6	the	the	DET
sc-3661	209	7	classifier	classifier	NOUN
sc-3661	209	8	or	or	CCONJ
sc-3661	209	9	predictor	predictor	NOUN
sc-3661	209	10	structures	structure	NOUN
sc-3661	209	11	are	be	AUX
sc-3661	209	12	kept	keep	VERB
sc-3661	209	13	together	together	ADV
sc-3661	209	14	,	,	PUNCT
sc-3661	209	15	the	the	DET
sc-3661	209	16	generic	generic	ADJ
sc-3661	209	17	architecture	architecture	NOUN
sc-3661	209	18	has	have	VERB
sc-3661	209	19	the	the	DET
sc-3661	209	20	difference	difference	NOUN
sc-3661	209	21	by	by	ADP
sc-3661	209	22	separating	separate	VERB
sc-3661	209	23	the	the	DET
sc-3661	209	24	data	datum	NOUN
sc-3661	209	25	and	and	CCONJ
sc-3661	209	26	the	the	DET
sc-3661	209	27	classifier	classifier	NOUN
sc-3661	209	28	structure	structure	NOUN
sc-3661	209	29	from	from	ADP
sc-3661	209	30	the	the	DET
sc-3661	209	31	classification	classification	NOUN
sc-3661	209	32	algorithms	algorithm	NOUN
sc-3661	209	33	,	,	PUNCT
sc-3661	209	34	providing	provide	VERB
sc-3661	209	35	reuse	reuse	NOUN
sc-3661	209	36	,	,	PUNCT
sc-3661	209	37	and	and	CCONJ
sc-3661	209	38	avoiding	avoid	VERB
sc-3661	209	39	duplication	duplication	NOUN
sc-3661	209	40	or	or	CCONJ
sc-3661	209	41	redundancy	redundancy	NOUN
sc-3661	209	42	.	.	PUNCT
sc-3661	210	1	the	the	DET
sc-3661	210	2	result	result	NOUN
sc-3661	210	3	is	be	AUX
sc-3661	210	4	the	the	DET
sc-3661	210	5	respective	respective	ADJ
sc-3661	210	6	classifications	classification	NOUN
sc-3661	210	7	or	or	CCONJ
sc-3661	210	8	predictions	prediction	NOUN
sc-3661	210	9	,	,	PUNCT
sc-3661	210	10	when	when	SCONJ
sc-3661	210	11	using	use	VERB
sc-3661	210	12	such	such	ADJ
sc-3661	210	13	ml	ml	NOUN
sc-3661	210	14	algorithms	algorithm	NOUN
sc-3661	210	15	.	.	PUNCT
sc-3661	211	1	(	(	PUNCT
sc-3661	211	2	vii	vii	PROPN
sc-3661	211	3	)	)	PUNCT
sc-3661	211	4	volume	volume	NOUN
sc-3661	211	5	:	:	PUNCT
sc-3661	211	6	is	be	AUX
sc-3661	211	7	where	where	SCONJ
sc-3661	211	8	the	the	DET
sc-3661	211	9	data	datum	NOUN
sc-3661	211	10	is	be	AUX
sc-3661	211	11	stored	store	VERB
sc-3661	211	12	.	.	PUNCT
sc-3661	212	1	the	the	DET
sc-3661	212	2	volume	volume	NOUN
sc-3661	212	3	also	also	ADV
sc-3661	212	4	stores	store	VERB
sc-3661	212	5	the	the	DET
sc-3661	212	6	files	file	NOUN
sc-3661	212	7	of	of	ADP
sc-3661	212	8	the	the	DET
sc-3661	212	9	ml	ml	NOUN
sc-3661	212	10	algorithms	algorithm	NOUN
sc-3661	212	11	that	that	PRON
sc-3661	212	12	can	can	AUX
sc-3661	212	13	be	be	AUX
sc-3661	212	14	used	use	VERB
sc-3661	212	15	.	.	PUNCT
sc-3661	213	1	these	these	DET
sc-3661	213	2	files	file	NOUN
sc-3661	213	3	are	be	AUX
sc-3661	213	4	handled	handle	VERB
sc-3661	213	5	by	by	ADP
sc-3661	213	6	the	the	DET
sc-3661	213	7	classification	classification	NOUN
sc-3661	213	8	and	and	CCONJ
sc-3661	213	9	prediction	prediction	NOUN
sc-3661	213	10	service	service	NOUN
sc-3661	213	11	.	.	PUNCT
sc-3661	214	1	data	datum	NOUN
sc-3661	214	2	can	can	AUX
sc-3661	214	3	be	be	AUX
sc-3661	214	4	stored	store	VERB
sc-3661	214	5	in	in	ADP
sc-3661	214	6	files	file	NOUN
sc-3661	214	7	or	or	CCONJ
sc-3661	214	8	in	in	ADP
sc-3661	214	9	a	a	DET
sc-3661	214	10	database	database	NOUN
sc-3661	214	11	.	.	PUNCT
sc-3661	215	1	the	the	DET
sc-3661	215	2	generic	generic	ADJ
sc-3661	215	3	architecture	architecture	NOUN
sc-3661	215	4	makes	make	VERB
sc-3661	215	5	decisionmaking	decisionmake	VERB
sc-3661	215	6	more	more	ADV
sc-3661	215	7	flexible	flexible	ADJ
sc-3661	215	8	regarding	regard	VERB
sc-3661	215	9	the	the	DET
sc-3661	215	10	use	use	NOUN
sc-3661	215	11	of	of	ADP
sc-3661	215	12	files	file	NOUN
sc-3661	215	13	or	or	CCONJ
sc-3661	215	14	databases	database	NOUN
sc-3661	215	15	,	,	PUNCT
sc-3661	215	16	varying	vary	VERB
sc-3661	215	17	according	accord	VERB
sc-3661	215	18	to	to	ADP
sc-3661	215	19	the	the	DET
sc-3661	215	20	user	user	NOUN
sc-3661	215	21	's	's	PART
sc-3661	215	22	needs	need	NOUN
sc-3661	215	23	.	.	PUNCT
sc-3661	216	1	the	the	DET
sc-3661	216	2	mlma	mlma	NOUN
sc-3661	216	3	framework	framework	NOUN
sc-3661	216	4	contains	contain	VERB
sc-3661	216	5	a	a	DET
sc-3661	216	6	specific	specific	ADJ
sc-3661	216	7	component	component	NOUN
sc-3661	216	8	where	where	SCONJ
sc-3661	216	9	ml	ml	VERB
sc-3661	216	10	algorithms	algorithm	NOUN
sc-3661	216	11	and	and	CCONJ
sc-3661	216	12	data	datum	NOUN
sc-3661	216	13	are	be	AUX
sc-3661	216	14	stored	store	VERB
sc-3661	216	15	.	.	PUNCT
sc-3661	217	1	in	in	ADP
sc-3661	217	2	this	this	DET
sc-3661	217	3	way	way	NOUN
sc-3661	217	4	,	,	PUNCT
sc-3661	217	5	the	the	DET
sc-3661	217	6	services	service	NOUN
sc-3661	217	7	of	of	ADP
sc-3661	217	8	this	this	DET
sc-3661	217	9	architecture	architecture	NOUN
sc-3661	217	10	can	can	AUX
sc-3661	217	11	use	use	VERB
sc-3661	217	12	such	such	ADJ
sc-3661	217	13	data	datum	NOUN
sc-3661	217	14	and	and	CCONJ
sc-3661	217	15	ml	ml	ADP
sc-3661	217	16	algorithms	algorithm	NOUN
sc-3661	217	17	according	accord	VERB
sc-3661	217	18	to	to	ADP
sc-3661	217	19	the	the	DET
sc-3661	217	20	need	need	NOUN
sc-3661	217	21	of	of	ADP
sc-3661	217	22	the	the	DET
sc-3661	217	23	problem	problem	NOUN
sc-3661	217	24	.	.	PUNCT
sc-3661	218	1	this	this	DET
sc-3661	218	2	generic	generic	ADJ
sc-3661	218	3	architecture	architecture	NOUN
sc-3661	218	4	for	for	ADP
sc-3661	218	5	ml	ml	NOUN
sc-3661	218	6	pipelines	pipeline	NOUN
sc-3661	218	7	can	can	AUX
sc-3661	218	8	be	be	AUX
sc-3661	218	9	useful	useful	ADJ
sc-3661	218	10	for	for	ADP
sc-3661	218	11	problems	problem	NOUN
sc-3661	218	12	involving	involve	VERB
sc-3661	218	13	reuse	reuse	NOUN
sc-3661	218	14	and	and	CCONJ
sc-3661	218	15	for	for	ADP
sc-3661	218	16	using	use	VERB
sc-3661	218	17	ml	ml	NOUN
sc-3661	218	18	algorithms	algorithm	NOUN
sc-3661	218	19	as	as	ADP
sc-3661	218	20	services	service	NOUN
sc-3661	218	21	.	.	PUNCT
sc-3661	219	1	4	4	X
sc-3661	219	2	.	.	X
sc-3661	219	3	results	result	NOUN
sc-3661	219	4	&	&	CCONJ
sc-3661	219	5	discussion	discussion	NOUN
sc-3661	219	6	this	this	DET
sc-3661	219	7	section	section	NOUN
sc-3661	219	8	presents	present	VERB
sc-3661	219	9	the	the	DET
sc-3661	219	10	results	result	NOUN
sc-3661	219	11	of	of	ADP
sc-3661	219	12	the	the	DET
sc-3661	219	13	analysis	analysis	NOUN
sc-3661	219	14	of	of	ADP
sc-3661	219	15	the	the	DET
sc-3661	219	16	three	three	NUM
sc-3661	219	17	frameworks	framework	NOUN
sc-3661	219	18	presented	present	VERB
sc-3661	219	19	in	in	ADP
sc-3661	219	20	section	section	PROPN
sc-3661	219	21	iii	iii	PROPN
sc-3661	219	22	.	.	PUNCT
sc-3661	220	1	the	the	DET
sc-3661	220	2	proposed	propose	VERB
sc-3661	220	3	frameworks	framework	NOUN
sc-3661	220	4	are	be	AUX
sc-3661	220	5	analysed	analyse	VERB
sc-3661	220	6	with	with	ADP
sc-3661	220	7	a	a	DET
sc-3661	220	8	focus	focus	NOUN
sc-3661	220	9	on	on	ADP
sc-3661	220	10	the	the	DET
sc-3661	220	11	operationalization	operationalization	NOUN
sc-3661	220	12	of	of	ADP
sc-3661	220	13	ml	ml	NOUN
sc-3661	220	14	algorithms	algorithm	NOUN
sc-3661	220	15	.	.	PUNCT
sc-3661	221	1	the	the	DET
sc-3661	221	2	described	describe	VERB
sc-3661	221	3	frameworks	framework	NOUN
sc-3661	221	4	use	use	VERB
sc-3661	221	5	microservices	microservice	NOUN
sc-3661	221	6	to	to	PART
sc-3661	221	7	build	build	VERB
sc-3661	221	8	ml	ml	ADP
sc-3661	221	9	algorithms	algorithm	NOUN
sc-3661	221	10	as	as	ADP
sc-3661	221	11	services	service	NOUN
sc-3661	221	12	,	,	PUNCT
sc-3661	221	13	but	but	CCONJ
sc-3661	221	14	the	the	DET
sc-3661	221	15	mlops	mlop	NOUN
sc-3661	221	16	approach	approach	NOUN
sc-3661	221	17	is	be	AUX
sc-3661	221	18	not	not	PART
sc-3661	221	19	explicit	explicit	ADJ
sc-3661	221	20	in	in	ADP
sc-3661	221	21	all	all	PRON
sc-3661	221	22	of	of	ADP
sc-3661	221	23	them	they	PRON
sc-3661	221	24	.	.	PUNCT
sc-3661	222	1	however	however	ADV
sc-3661	222	2	,	,	PUNCT
sc-3661	222	3	mlops	mlop	NOUN
sc-3661	222	4	as	as	ADP
sc-3661	222	5	an	an	DET
sc-3661	222	6	organizational	organizational	ADJ
sc-3661	222	7	approach	approach	NOUN
sc-3661	222	8	is	be	AUX
sc-3661	222	9	important	important	ADJ
sc-3661	222	10	for	for	ADP
sc-3661	222	11	these	these	DET
sc-3661	222	12	frameworks	framework	NOUN
sc-3661	222	13	.	.	PUNCT
sc-3661	223	1	mlops	mlop	NOUN
sc-3661	223	2	is	be	AUX
sc-3661	223	3	the	the	DET
sc-3661	223	4	main	main	ADJ
sc-3661	223	5	approach	approach	NOUN
sc-3661	223	6	for	for	ADP
sc-3661	223	7	the	the	DET
sc-3661	223	8	operationalization	operationalization	NOUN
sc-3661	223	9	of	of	ADP
sc-3661	223	10	ml	ml	ADP
sc-3661	223	11	algorithms	algorithm	NOUN
sc-3661	223	12	,	,	PUNCT
sc-3661	223	13	even	even	ADV
sc-3661	223	14	if	if	SCONJ
sc-3661	223	15	the	the	DET
sc-3661	223	16	concept	concept	NOUN
sc-3661	223	17	of	of	ADP
sc-3661	223	18	mlops	mlop	NOUN
sc-3661	223	19	is	be	AUX
sc-3661	223	20	still	still	ADV
sc-3661	223	21	abstract	abstract	ADJ
sc-3661	223	22	and	and	CCONJ
sc-3661	223	23	does	do	AUX
sc-3661	223	24	not	not	PART
sc-3661	223	25	have	have	VERB
sc-3661	223	26	enough	enough	ADJ
sc-3661	223	27	maturity	maturity	NOUN
sc-3661	223	28	.	.	PUNCT
sc-3661	224	1	the	the	DET
sc-3661	224	2	purpose	purpose	NOUN
sc-3661	224	3	of	of	ADP
sc-3661	224	4	this	this	DET
sc-3661	224	5	analysis	analysis	NOUN
sc-3661	224	6	is	be	AUX
sc-3661	224	7	not	not	PART
sc-3661	224	8	to	to	PART
sc-3661	224	9	delve	delve	VERB
sc-3661	224	10	into	into	ADP
sc-3661	224	11	technical	technical	ADJ
sc-3661	224	12	issues	issue	NOUN
sc-3661	224	13	of	of	ADP
sc-3661	224	14	implementation	implementation	NOUN
sc-3661	224	15	,	,	PUNCT
sc-3661	224	16	integration	integration	NOUN
sc-3661	224	17	,	,	PUNCT
sc-3661	224	18	or	or	CCONJ
sc-3661	224	19	implantation	implantation	NOUN
sc-3661	224	20	,	,	PUNCT
sc-3661	224	21	but	but	CCONJ
sc-3661	224	22	to	to	PART
sc-3661	224	23	present	present	VERB
sc-3661	224	24	a	a	DET
sc-3661	224	25	qualitative	qualitative	ADJ
sc-3661	224	26	view	view	NOUN
sc-3661	224	27	of	of	ADP
sc-3661	224	28	the	the	DET
sc-3661	224	29	frameworks	framework	NOUN
sc-3661	224	30	.	.	PUNCT
sc-3661	225	1	even	even	ADV
sc-3661	225	2	though	though	SCONJ
sc-3661	225	3	certain	certain	ADJ
sc-3661	225	4	concepts	concept	NOUN
sc-3661	225	5	remain	remain	VERB
sc-3661	225	6	abstract	abstract	ADJ
sc-3661	225	7	regarding	regard	VERB
sc-3661	225	8	the	the	DET
sc-3661	225	9	integration	integration	NOUN
sc-3661	225	10	of	of	ADP
sc-3661	225	11	microservices	microservice	NOUN
sc-3661	225	12	with	with	ADP
sc-3661	225	13	mlops	mlop	NOUN
sc-3661	225	14	,	,	PUNCT
sc-3661	225	15	in	in	ADP
sc-3661	225	16	the	the	DET
sc-3661	225	17	integration	integration	NOUN
sc-3661	225	18	proposal	proposal	NOUN
sc-3661	225	19	,	,	PUNCT
sc-3661	225	20	part	part	NOUN
sc-3661	225	21	of	of	ADP
sc-3661	225	22	benefits	benefit	NOUN
sc-3661	225	23	derives	derive	VERB
sc-3661	225	24	from	from	ADP
sc-3661	225	25	the	the	DET
sc-3661	225	26	contribution	contribution	NOUN
sc-3661	225	27	of	of	ADP
sc-3661	225	28	mlops	mlop	NOUN
sc-3661	225	29	[	[	X
sc-3661	225	30	10	10	NUM
sc-3661	225	31	]	]	PUNCT
sc-3661	225	32	.	.	PUNCT
sc-3661	226	1	•	•	NUM
sc-3661	226	2	easy	easy	ADJ
sc-3661	226	3	implementation	implementation	NOUN
sc-3661	226	4	of	of	ADP
sc-3661	226	5	high	high	ADJ
sc-3661	226	6	-	-	PUNCT
sc-3661	226	7	precision	precision	NOUN
sc-3661	226	8	ml	ml	NOUN
sc-3661	226	9	algorithms	algorithm	NOUN
sc-3661	226	10	;	;	PUNCT
sc-3661	226	11	•	•	NUM
sc-3661	226	12	reduction	reduction	NOUN
sc-3661	226	13	in	in	ADP
sc-3661	226	14	data	datum	NOUN
sc-3661	226	15	collection	collection	NOUN
sc-3661	226	16	and	and	CCONJ
sc-3661	226	17	preparation	preparation	NOUN
sc-3661	226	18	time	time	NOUN
sc-3661	226	19	;	;	PUNCT
sc-3661	226	20	•	•	ADP
sc-3661	226	21	delivering	delivering	NOUN
sc-3661	226	22	of	of	ADP
sc-3661	226	23	value	value	NOUN
sc-3661	226	24	to	to	ADP
sc-3661	226	25	customers	customer	NOUN
sc-3661	226	26	;	;	PUNCT
sc-3661	226	27	•	•	NUM
sc-3661	226	28	ml	ml	ADP
sc-3661	226	29	algorithm	algorithm	NOUN
sc-3661	226	30	deployment	deployment	NOUN
sc-3661	226	31	on	on	ADP
sc-3661	226	32	a	a	DET
sc-3661	226	33	large	large	ADJ
sc-3661	226	34	scale	scale	NOUN
sc-3661	226	35	;	;	PUNCT
sc-3661	226	36	•	•	NUM
sc-3661	226	37	efficient	efficient	ADJ
sc-3661	226	38	management	management	NOUN
sc-3661	226	39	of	of	ADP
sc-3661	226	40	the	the	DET
sc-3661	226	41	full	full	ADJ
sc-3661	226	42	ml	ml	X
sc-3661	226	43	lifecycle	lifecycle	NOUN
sc-3661	226	44	.	.	PUNCT
sc-3661	227	1	table	table	NOUN
sc-3661	227	2	2	2	NUM
sc-3661	227	3	presents	present	VERB
sc-3661	227	4	the	the	DET
sc-3661	227	5	three	three	NUM
sc-3661	227	6	frameworks	framework	NOUN
sc-3661	227	7	described	describe	VERB
sc-3661	227	8	in	in	ADP
sc-3661	227	9	section	section	NOUN
sc-3661	227	10	iii	iii	PROPN
sc-3661	227	11	that	that	PRON
sc-3661	227	12	are	be	AUX
sc-3661	227	13	evaluated	evaluate	VERB
sc-3661	227	14	,	,	PUNCT
sc-3661	227	15	and	and	CCONJ
sc-3661	227	16	analysed	analyse	VERB
sc-3661	227	17	in	in	ADP
sc-3661	227	18	more	more	ADJ
sc-3661	227	19	details	detail	NOUN
sc-3661	227	20	in	in	ADP
sc-3661	227	21	this	this	DET
sc-3661	227	22	section	section	NOUN
sc-3661	227	23	.	.	PUNCT
sc-3661	228	1	eai	eai	PROPN
sc-3661	228	2	endorsed	endorse	VERB
sc-3661	228	3	transactions	transaction	NOUN
sc-3661	228	4	on	on	ADP
sc-3661	228	5	smart	smart	ADJ
sc-3661	228	6	cities	city	NOUN
sc-3661	228	7	|	|	ADV
sc-3661	228	8	volume	volume	VERB
sc-3661	228	9	7	7	NUM
sc-3661	228	10	|	|	NOUN
sc-3661	228	11	issue	issue	VERB
sc-3661	228	12	3	3	NUM
sc-3661	228	13	|	|	ADV
sc-3661	228	14	i.	i.	PROPN
sc-3661	228	15	b.	b.	PROPN
sc-3661	228	16	urias	urias	PROPN
sc-3661	228	17	and	and	CCONJ
sc-3661	228	18	r.	r.	PROPN
sc-3661	228	19	rossi	rossi	PROPN
sc-3661	228	20	8	8	NUM
sc-3661	228	21	table	table	NOUN
sc-3661	228	22	2	2	NUM
sc-3661	228	23	.	.	NOUN
sc-3661	228	24	frameworks	framework	NOUN
sc-3661	228	25	and	and	CCONJ
sc-3661	228	26	its	its	PRON
sc-3661	228	27	proposals	proposal	NOUN
sc-3661	228	28	framework	framework	NOUN
sc-3661	228	29	description	description	NOUN
sc-3661	228	30	of	of	ADP
sc-3661	228	31	proposals	proposal	NOUN
sc-3661	228	32	machine	machine	NOUN
sc-3661	228	33	learning	learn	VERB
sc-3661	228	34	as	as	ADP
sc-3661	228	35	a	a	DET
sc-3661	228	36	reusable	reusable	ADJ
sc-3661	228	37	microservice	microservice	NOUN
sc-3661	228	38	(	(	PUNCT
sc-3661	228	39	mlrm	mlrm	NOUN
sc-3661	228	40	)	)	PUNCT
sc-3661	229	1	[	[	X
sc-3661	229	2	28	28	NUM
sc-3661	229	3	]	]	SYM
sc-3661	229	4	•	•	NOUN
sc-3661	229	5	separate	separate	VERB
sc-3661	229	6	the	the	DET
sc-3661	229	7	ml	ml	NOUN
sc-3661	229	8	algorithm	algorithm	NOUN
sc-3661	229	9	implementation	implementation	NOUN
sc-3661	229	10	from	from	ADP
sc-3661	229	11	the	the	DET
sc-3661	229	12	configurations	configuration	NOUN
sc-3661	229	13	;	;	PUNCT
sc-3661	229	14	•	•	NUM
sc-3661	229	15	improve	improve	VERB
sc-3661	229	16	ml	ml	NOUN
sc-3661	229	17	-	-	PUNCT
sc-3661	229	18	based	base	VERB
sc-3661	229	19	data	datum	NOUN
sc-3661	229	20	analysis	analysis	NOUN
sc-3661	229	21	and	and	CCONJ
sc-3661	229	22	enable	enable	VERB
sc-3661	229	23	reuse	reuse	NOUN
sc-3661	229	24	and	and	CCONJ
sc-3661	229	25	sharing	sharing	NOUN
sc-3661	229	26	of	of	ADP
sc-3661	229	27	ml	ml	ADP
sc-3661	229	28	algorithms	algorithm	NOUN
sc-3661	229	29	and	and	CCONJ
sc-3661	229	30	configurations	configuration	NOUN
sc-3661	229	31	;	;	PUNCT
sc-3661	229	32	•	•	ADV
sc-3661	229	33	encapsulate	encapsulate	VERB
sc-3661	229	34	ml	ml	NOUN
sc-3661	229	35	algorithms	algorithm	NOUN
sc-3661	229	36	as	as	ADP
sc-3661	229	37	rest	rest	NOUN
sc-3661	229	38	services	service	NOUN
sc-3661	229	39	with	with	ADP
sc-3661	229	40	a	a	DET
sc-3661	229	41	unified	unified	ADJ
sc-3661	229	42	interface	interface	NOUN
sc-3661	229	43	that	that	PRON
sc-3661	229	44	can	can	AUX
sc-3661	229	45	be	be	AUX
sc-3661	229	46	used	use	VERB
sc-3661	229	47	without	without	ADP
sc-3661	229	48	the	the	DET
sc-3661	229	49	resources	resource	NOUN
sc-3661	229	50	of	of	ADP
sc-3661	229	51	the	the	DET
sc-3661	229	52	cloud	cloud	NOUN
sc-3661	229	53	;	;	PUNCT
sc-3661	229	54	•	•	NUM
sc-3661	229	55	customizing	customizing	NOUN
sc-3661	229	56	services	service	NOUN
sc-3661	229	57	by	by	ADP
sc-3661	229	58	-	-	PUNCT
sc-3661	229	59	configurationonly	configurationonly	ADV
sc-3661	229	60	useful	useful	ADJ
sc-3661	229	61	for	for	ADP
sc-3661	229	62	beginners	beginner	NOUN
sc-3661	229	63	or	or	CCONJ
sc-3661	229	64	novices	novice	NOUN
sc-3661	229	65	in	in	ADP
sc-3661	229	66	using	use	VERB
sc-3661	229	67	ml	ml	VERB
sc-3661	229	68	;	;	PUNCT
sc-3661	229	69	•	•	ADP
sc-3661	229	70	reduce	reduce	VERB
sc-3661	229	71	network	network	NOUN
sc-3661	229	72	latency	latency	NOUN
sc-3661	229	73	when	when	SCONJ
sc-3661	229	74	compared	compare	VERB
sc-3661	229	75	to	to	ADP
sc-3661	229	76	services	service	NOUN
sc-3661	229	77	offered	offer	VERB
sc-3661	229	78	in	in	ADP
sc-3661	229	79	cloud	cloud	ADJ
sc-3661	229	80	environments	environment	NOUN
sc-3661	229	81	.	.	PUNCT
sc-3661	230	1	minerva	minerva	PROPN
sc-3661	230	2	[	[	X
sc-3661	230	3	29	29	NUM
sc-3661	230	4	]	]	SYM
sc-3661	230	5	•	•	NUM
sc-3661	230	6	modularize	modularize	VERB
sc-3661	230	7	and	and	CCONJ
sc-3661	230	8	deploy	deploy	VERB
sc-3661	230	9	microservices	microservice	NOUN
sc-3661	230	10	in	in	ADP
sc-3661	230	11	saas	saas	NOUN
sc-3661	230	12	environments	environment	NOUN
sc-3661	230	13	,	,	PUNCT
sc-3661	230	14	especially	especially	ADV
sc-3661	230	15	in	in	ADP
sc-3661	230	16	the	the	DET
sc-3661	230	17	corporate	corporate	ADJ
sc-3661	230	18	domain	domain	NOUN
sc-3661	230	19	;	;	PUNCT
sc-3661	230	20	•	•	ADV
sc-3661	230	21	deploy	deploy	VERB
sc-3661	230	22	ml	ml	NUM
sc-3661	230	23	microservices	microservice	NOUN
sc-3661	230	24	in	in	ADP
sc-3661	230	25	software	software	NOUN
sc-3661	230	26	;	;	PUNCT
sc-3661	230	27	•	•	ADP
sc-3661	230	28	accelerate	accelerate	VERB
sc-3661	230	29	the	the	DET
sc-3661	230	30	delivery	delivery	NOUN
sc-3661	230	31	of	of	ADP
sc-3661	230	32	ml	ml	ADP
sc-3661	230	33	algorithms	algorithm	NOUN
sc-3661	230	34	in	in	ADP
sc-3661	230	35	software	software	NOUN
sc-3661	230	36	;	;	PUNCT
sc-3661	230	37	•	•	ADP
sc-3661	230	38	separating	separate	VERB
sc-3661	230	39	the	the	DET
sc-3661	230	40	traditional	traditional	ADJ
sc-3661	230	41	saas	saas	NOUN
sc-3661	230	42	application	application	NOUN
sc-3661	230	43	from	from	ADP
sc-3661	230	44	the	the	DET
sc-3661	230	45	ml	ml	PROPN
sc-3661	230	46	microservices	microservice	NOUN
sc-3661	230	47	using	use	VERB
sc-3661	230	48	rest	rest	NOUN
sc-3661	230	49	for	for	ADP
sc-3661	230	50	communication	communication	NOUN
sc-3661	230	51	.	.	PUNCT
sc-3661	231	1	machine	machine	NOUN
sc-3661	231	2	learning	learn	VERB
sc-3661	231	3	in	in	ADP
sc-3661	231	4	microservices	microservice	NOUN
sc-3661	231	5	architecture	architecture	NOUN
sc-3661	231	6	(	(	PUNCT
sc-3661	231	7	mlma	mlma	NOUN
sc-3661	231	8	)	)	PUNCT
sc-3661	232	1	[	[	X
sc-3661	232	2	30	30	NUM
sc-3661	232	3	]	]	SYM
sc-3661	232	4	•	•	NUM
sc-3661	232	5	development	development	NOUN
sc-3661	232	6	of	of	ADP
sc-3661	232	7	a	a	DET
sc-3661	232	8	generic	generic	ADJ
sc-3661	232	9	architecture	architecture	NOUN
sc-3661	232	10	for	for	ADP
sc-3661	232	11	providing	provide	VERB
sc-3661	232	12	ml	ml	ADP
sc-3661	232	13	services	service	NOUN
sc-3661	232	14	;	;	PUNCT
sc-3661	232	15	•	•	NUM
sc-3661	232	16	migrate	migrate	VERB
sc-3661	232	17	monolithic	monolithic	ADJ
sc-3661	232	18	ml	ml	NOUN
sc-3661	232	19	architectures	architecture	NOUN
sc-3661	232	20	to	to	ADP
sc-3661	232	21	ml	ml	NOUN
sc-3661	232	22	microservices	microservice	NOUN
sc-3661	232	23	with	with	ADP
sc-3661	232	24	separate	separate	ADJ
sc-3661	232	25	responsibilities	responsibility	NOUN
sc-3661	232	26	;	;	PUNCT
sc-3661	232	27	•	•	NUM
sc-3661	232	28	separate	separate	ADJ
sc-3661	232	29	steps	step	NOUN
sc-3661	232	30	of	of	ADP
sc-3661	232	31	similar	similar	ADJ
sc-3661	232	32	processes	process	NOUN
sc-3661	232	33	into	into	ADP
sc-3661	232	34	small	small	ADJ
sc-3661	232	35	services	service	NOUN
sc-3661	232	36	;	;	PUNCT
sc-3661	232	37	•	•	NUM
sc-3661	232	38	provide	provide	VERB
sc-3661	232	39	classification	classification	NOUN
sc-3661	232	40	and	and	CCONJ
sc-3661	232	41	prediction	prediction	NOUN
sc-3661	232	42	results	result	NOUN
sc-3661	232	43	;	;	PUNCT
sc-3661	232	44	•	•	X
sc-3661	232	45	communicate	communicate	VERB
sc-3661	232	46	the	the	DET
sc-3661	232	47	different	different	ADJ
sc-3661	232	48	services	service	NOUN
sc-3661	232	49	of	of	ADP
sc-3661	232	50	the	the	DET
sc-3661	232	51	generic	generic	ADJ
sc-3661	232	52	ml	ml	NOUN
sc-3661	232	53	architecture	architecture	NOUN
sc-3661	232	54	through	through	ADP
sc-3661	232	55	rest	rest	NOUN
sc-3661	232	56	communication	communication	NOUN
sc-3661	232	57	;	;	PUNCT
sc-3661	232	58	•	•	NUM
sc-3661	232	59	separation	separation	NOUN
sc-3661	232	60	of	of	ADP
sc-3661	232	61	feature	feature	NOUN
sc-3661	232	62	processing	processing	NOUN
sc-3661	232	63	services	service	NOUN
sc-3661	232	64	in	in	ADP
sc-3661	232	65	relation	relation	NOUN
sc-3661	232	66	to	to	ADP
sc-3661	232	67	classification	classification	NOUN
sc-3661	232	68	and	and	CCONJ
sc-3661	232	69	prediction	prediction	NOUN
sc-3661	232	70	.	.	PUNCT
sc-3661	233	1	the	the	DET
sc-3661	233	2	proposal	proposal	NOUN
sc-3661	233	3	of	of	ADP
sc-3661	233	4	the	the	DET
sc-3661	233	5	machine	machine	NOUN
sc-3661	233	6	learning	learn	VERB
sc-3661	233	7	as	as	ADP
sc-3661	233	8	a	a	DET
sc-3661	233	9	reusable	reusable	ADJ
sc-3661	233	10	microservice	microservice	NOUN
sc-3661	233	11	(	(	PUNCT
sc-3661	233	12	mlrm	mlrm	ADJ
sc-3661	233	13	)	)	PUNCT
sc-3661	233	14	framework	framework	NOUN
sc-3661	233	15	,	,	PUNCT
sc-3661	233	16	described	describe	VERB
sc-3661	233	17	by	by	ADP
sc-3661	233	18	[	[	X
sc-3661	233	19	28	28	NUM
sc-3661	233	20	]	]	PUNCT
sc-3661	233	21	,	,	PUNCT
sc-3661	233	22	presents	present	VERB
sc-3661	233	23	a	a	DET
sc-3661	233	24	relevant	relevant	ADJ
sc-3661	233	25	characteristic	characteristic	NOUN
sc-3661	233	26	,	,	PUNCT
sc-3661	233	27	the	the	DET
sc-3661	233	28	construction	construction	NOUN
sc-3661	233	29	of	of	ADP
sc-3661	233	30	the	the	DET
sc-3661	233	31	framework	framework	NOUN
sc-3661	233	32	without	without	ADP
sc-3661	233	33	the	the	DET
sc-3661	233	34	need	need	NOUN
sc-3661	233	35	for	for	ADP
sc-3661	233	36	cloud	cloud	NOUN
sc-3661	233	37	-	-	PUNCT
sc-3661	233	38	based	base	VERB
sc-3661	233	39	resources	resource	NOUN
sc-3661	233	40	,	,	PUNCT
sc-3661	233	41	that	that	ADV
sc-3661	233	42	is	is	ADV
sc-3661	233	43	,	,	PUNCT
sc-3661	233	44	the	the	DET
sc-3661	233	45	proposal	proposal	NOUN
sc-3661	233	46	is	be	AUX
sc-3661	233	47	suitable	suitable	ADJ
sc-3661	233	48	to	to	PART
sc-3661	233	49	be	be	AUX
sc-3661	233	50	built	build	VERB
sc-3661	233	51	for	for	ADP
sc-3661	233	52	example	example	NOUN
sc-3661	233	53	,	,	PUNCT
sc-3661	233	54	locally	locally	ADV
sc-3661	233	55	.	.	PUNCT
sc-3661	234	1	mlrm	mlrm	PROPN
sc-3661	234	2	not	not	PART
sc-3661	234	3	depending	depend	VERB
sc-3661	234	4	on	on	ADP
sc-3661	234	5	a	a	DET
sc-3661	234	6	cloud	cloud	ADJ
sc-3661	234	7	environment	environment	NOUN
sc-3661	234	8	,	,	PUNCT
sc-3661	234	9	allows	allow	VERB
sc-3661	234	10	some	some	DET
sc-3661	234	11	degrees	degree	NOUN
sc-3661	234	12	of	of	ADP
sc-3661	234	13	customization	customization	NOUN
sc-3661	234	14	freedom	freedom	NOUN
sc-3661	234	15	,	,	PUNCT
sc-3661	234	16	something	something	PRON
sc-3661	234	17	that	that	PRON
sc-3661	234	18	is	be	AUX
sc-3661	234	19	not	not	PART
sc-3661	234	20	necessarily	necessarily	ADV
sc-3661	234	21	possible	possible	ADJ
sc-3661	234	22	with	with	ADP
sc-3661	234	23	cloud	cloud	ADJ
sc-3661	234	24	-	-	PUNCT
sc-3661	234	25	native	native	ADJ
sc-3661	234	26	approaches	approach	NOUN
sc-3661	234	27	.	.	PUNCT
sc-3661	235	1	mlrm	mlrm	PROPN
sc-3661	235	2	also	also	ADV
sc-3661	235	3	proposes	propose	VERB
sc-3661	235	4	a	a	DET
sc-3661	235	5	modularization	modularization	NOUN
sc-3661	235	6	for	for	ADP
sc-3661	235	7	better	well	ADJ
sc-3661	235	8	performance	performance	NOUN
sc-3661	235	9	in	in	ADP
sc-3661	235	10	the	the	DET
sc-3661	235	11	implementation	implementation	NOUN
sc-3661	235	12	of	of	ADP
sc-3661	235	13	ml	ml	NOUN
sc-3661	235	14	algorithms	algorithm	NOUN
sc-3661	235	15	as	as	ADP
sc-3661	235	16	services	service	NOUN
sc-3661	235	17	when	when	SCONJ
sc-3661	235	18	compared	compare	VERB
sc-3661	235	19	to	to	ADP
sc-3661	235	20	other	other	ADJ
sc-3661	235	21	services	service	NOUN
sc-3661	235	22	offered	offer	VERB
sc-3661	235	23	by	by	ADP
sc-3661	235	24	companies	company	NOUN
sc-3661	235	25	.	.	PUNCT
sc-3661	236	1	this	this	DET
sc-3661	236	2	performance	performance	NOUN
sc-3661	236	3	arises	arise	VERB
sc-3661	236	4	from	from	ADP
sc-3661	236	5	the	the	DET
sc-3661	236	6	fact	fact	NOUN
sc-3661	236	7	that	that	SCONJ
sc-3661	236	8	,	,	PUNCT
sc-3661	236	9	as	as	SCONJ
sc-3661	236	10	it	it	PRON
sc-3661	236	11	is	be	AUX
sc-3661	236	12	a	a	DET
sc-3661	236	13	framework	framework	NOUN
sc-3661	236	14	that	that	PRON
sc-3661	236	15	is	be	AUX
sc-3661	236	16	independent	independent	ADJ
sc-3661	236	17	of	of	ADP
sc-3661	236	18	a	a	DET
sc-3661	236	19	cloud	cloud	NOUN
sc-3661	236	20	environment	environment	NOUN
sc-3661	236	21	,	,	PUNCT
sc-3661	236	22	it	it	PRON
sc-3661	236	23	means	mean	VERB
sc-3661	236	24	a	a	DET
sc-3661	236	25	possible	possible	ADJ
sc-3661	236	26	reduction	reduction	NOUN
sc-3661	236	27	in	in	ADP
sc-3661	236	28	network	network	NOUN
sc-3661	236	29	problems	problem	NOUN
sc-3661	236	30	such	such	ADJ
sc-3661	236	31	as	as	ADP
sc-3661	236	32	latency	latency	NOUN
sc-3661	236	33	and	and	CCONJ
sc-3661	236	34	connectivity	connectivity	NOUN
sc-3661	236	35	.	.	PUNCT
sc-3661	237	1	mlrm	mlrm	PROPN
sc-3661	237	2	is	be	AUX
sc-3661	237	3	still	still	ADV
sc-3661	237	4	in	in	ADP
sc-3661	237	5	the	the	DET
sc-3661	237	6	vision	vision	NOUN
sc-3661	237	7	of	of	ADP
sc-3661	237	8	being	be	AUX
sc-3661	237	9	independent	independent	ADJ
sc-3661	237	10	of	of	ADP
sc-3661	237	11	a	a	DET
sc-3661	237	12	cloud	cloud	NOUN
sc-3661	237	13	environment	environment	NOUN
sc-3661	237	14	,	,	PUNCT
sc-3661	237	15	favours	favour	VERB
sc-3661	237	16	the	the	DET
sc-3661	237	17	issue	issue	NOUN
sc-3661	237	18	of	of	ADP
sc-3661	237	19	data	datum	NOUN
sc-3661	237	20	security	security	NOUN
sc-3661	237	21	and	and	CCONJ
sc-3661	237	22	privacy	privacy	NOUN
sc-3661	237	23	,	,	PUNCT
sc-3661	237	24	in	in	ADP
sc-3661	237	25	a	a	DET
sc-3661	237	26	way	way	NOUN
sc-3661	237	27	that	that	PRON
sc-3661	237	28	prevents	prevent	VERB
sc-3661	237	29	external	external	ADJ
sc-3661	237	30	information	information	NOUN
sc-3661	237	31	traffic	traffic	NOUN
sc-3661	237	32	to	to	ADP
sc-3661	237	33	cloud	cloud	NOUN
sc-3661	237	34	services	service	NOUN
sc-3661	237	35	.	.	PUNCT
sc-3661	238	1	potentially	potentially	ADV
sc-3661	238	2	,	,	PUNCT
sc-3661	238	3	some	some	DET
sc-3661	238	4	applications	application	NOUN
sc-3661	238	5	for	for	ADP
sc-3661	238	6	smart	smart	ADJ
sc-3661	238	7	cities	city	NOUN
sc-3661	238	8	can	can	AUX
sc-3661	238	9	utilize	utilize	VERB
sc-3661	238	10	the	the	DET
sc-3661	238	11	features	feature	NOUN
sc-3661	238	12	of	of	ADP
sc-3661	238	13	this	this	DET
sc-3661	238	14	framework	framework	NOUN
sc-3661	238	15	when	when	SCONJ
sc-3661	238	16	there	there	PRON
sc-3661	238	17	is	be	VERB
sc-3661	238	18	a	a	DET
sc-3661	238	19	need	need	NOUN
sc-3661	238	20	for	for	ADP
sc-3661	238	21	privacy	privacy	NOUN
sc-3661	238	22	and	and	CCONJ
sc-3661	238	23	high	high	ADJ
sc-3661	238	24	performance	performance	NOUN
sc-3661	238	25	,	,	PUNCT
sc-3661	238	26	such	such	ADJ
sc-3661	238	27	as	as	ADP
sc-3661	238	28	in	in	ADP
sc-3661	238	29	the	the	DET
sc-3661	238	30	public	public	ADJ
sc-3661	238	31	healthcare	healthcare	NOUN
sc-3661	238	32	sector	sector	NOUN
sc-3661	238	33	,	,	PUNCT
sc-3661	238	34	like	like	ADP
sc-3661	238	35	the	the	DET
sc-3661	238	36	allocation	allocation	NOUN
sc-3661	238	37	of	of	ADP
sc-3661	238	38	emergency	emergency	NOUN
sc-3661	238	39	resources	resource	NOUN
sc-3661	238	40	,	,	PUNCT
sc-3661	238	41	where	where	SCONJ
sc-3661	238	42	patient	patient	ADJ
sc-3661	238	43	data	data	NOUN
sc-3661	238	44	is	be	AUX
sc-3661	238	45	required	require	VERB
sc-3661	238	46	,	,	PUNCT
sc-3661	238	47	as	as	ADV
sc-3661	238	48	well	well	ADV
sc-3661	238	49	as	as	ADP
sc-3661	238	50	real	real	ADJ
sc-3661	238	51	-	-	PUNCT
sc-3661	238	52	time	time	NOUN
sc-3661	238	53	responses	response	NOUN
sc-3661	238	54	using	use	VERB
sc-3661	238	55	the	the	DET
sc-3661	238	56	public	public	ADJ
sc-3661	238	57	healthcare	healthcare	PROPN
sc-3661	238	58	services	service	NOUN
sc-3661	238	59	infrastructure	infrastructure	NOUN
sc-3661	238	60	.	.	PUNCT
sc-3661	239	1	the	the	DET
sc-3661	239	2	second	second	ADJ
sc-3661	239	3	framework	framework	NOUN
sc-3661	239	4	presented	present	VERB
sc-3661	239	5	,	,	PUNCT
sc-3661	239	6	entitled	entitle	VERB
sc-3661	239	7	minerva	minerva	PROPN
sc-3661	239	8	and	and	CCONJ
sc-3661	239	9	proposed	propose	VERB
sc-3661	239	10	by	by	ADP
sc-3661	239	11	[	[	X
sc-3661	239	12	29	29	NUM
sc-3661	239	13	]	]	PUNCT
sc-3661	239	14	,	,	PUNCT
sc-3661	239	15	aims	aim	VERB
sc-3661	239	16	to	to	PART
sc-3661	239	17	implement	implement	VERB
sc-3661	239	18	ml	ml	NOUN
sc-3661	239	19	microservices	microservice	NOUN
sc-3661	239	20	in	in	ADP
sc-3661	239	21	saas	saas	NOUN
sc-3661	239	22	environments	environment	NOUN
sc-3661	239	23	,	,	PUNCT
sc-3661	239	24	often	often	ADV
sc-3661	239	25	these	these	DET
sc-3661	239	26	environments	environment	NOUN
sc-3661	239	27	are	be	AUX
sc-3661	239	28	typically	typically	ADV
sc-3661	239	29	legacy	legacy	NOUN
sc-3661	239	30	,	,	PUNCT
sc-3661	239	31	or	or	CCONJ
sc-3661	239	32	even	even	ADV
sc-3661	239	33	called	call	VERB
sc-3661	239	34	traditional	traditional	ADJ
sc-3661	239	35	,	,	PUNCT
sc-3661	239	36	as	as	SCONJ
sc-3661	239	37	described	describe	VERB
sc-3661	239	38	by	by	ADP
sc-3661	239	39	the	the	DET
sc-3661	239	40	author	author	NOUN
sc-3661	239	41	.	.	PUNCT
sc-3661	240	1	minerva	minerva	PROPN
sc-3661	240	2	is	be	AUX
sc-3661	240	3	a	a	DET
sc-3661	240	4	framework	framework	NOUN
sc-3661	240	5	proposed	propose	VERB
sc-3661	240	6	specifically	specifically	ADV
sc-3661	240	7	for	for	ADP
sc-3661	240	8	companies	company	NOUN
sc-3661	240	9	,	,	PUNCT
sc-3661	240	10	in	in	ADP
sc-3661	240	11	this	this	DET
sc-3661	240	12	way	way	NOUN
sc-3661	240	13	,	,	PUNCT
sc-3661	240	14	it	it	PRON
sc-3661	240	15	starts	start	VERB
sc-3661	240	16	from	from	ADP
sc-3661	240	17	the	the	DET
sc-3661	240	18	premise	premise	NOUN
sc-3661	240	19	that	that	SCONJ
sc-3661	240	20	companies	company	NOUN
sc-3661	240	21	seek	seek	VERB
sc-3661	240	22	,	,	PUNCT
sc-3661	240	23	given	give	VERB
sc-3661	240	24	their	their	PRON
sc-3661	240	25	business	business	NOUN
sc-3661	240	26	domain	domain	NOUN
sc-3661	240	27	and	and	CCONJ
sc-3661	240	28	the	the	DET
sc-3661	240	29	use	use	NOUN
sc-3661	240	30	of	of	ADP
sc-3661	240	31	saas	saas	NOUN
sc-3661	240	32	environments	environment	NOUN
sc-3661	240	33	,	,	PUNCT
sc-3661	240	34	to	to	PART
sc-3661	240	35	offer	offer	VERB
sc-3661	240	36	software	software	NOUN
sc-3661	240	37	as	as	ADP
sc-3661	240	38	a	a	DET
sc-3661	240	39	service	service	NOUN
sc-3661	240	40	,	,	PUNCT
sc-3661	240	41	where	where	SCONJ
sc-3661	240	42	microservices	microservice	NOUN
sc-3661	240	43	can	can	AUX
sc-3661	240	44	be	be	AUX
sc-3661	240	45	suitable	suitable	ADJ
sc-3661	240	46	for	for	ADP
sc-3661	240	47	this	this	DET
sc-3661	240	48	objective	objective	NOUN
sc-3661	240	49	,	,	PUNCT
sc-3661	240	50	given	give	VERB
sc-3661	240	51	the	the	DET
sc-3661	240	52	quality	quality	NOUN
sc-3661	240	53	attributes	attribute	NOUN
sc-3661	240	54	.	.	PUNCT
sc-3661	241	1	minerva	minerva	PROPN
sc-3661	241	2	has	have	VERB
sc-3661	241	3	an	an	DET
sc-3661	241	4	architecture	architecture	NOUN
sc-3661	241	5	where	where	SCONJ
sc-3661	241	6	the	the	DET
sc-3661	241	7	traditional	traditional	ADJ
sc-3661	241	8	saas	saas	NOUN
sc-3661	241	9	layer	layer	NOUN
sc-3661	241	10	and	and	CCONJ
sc-3661	241	11	the	the	DET
sc-3661	241	12	microservices	microservice	NOUN
sc-3661	241	13	layer	layer	NOUN
sc-3661	241	14	are	be	AUX
sc-3661	241	15	defined	define	VERB
sc-3661	241	16	,	,	PUNCT
sc-3661	241	17	the	the	DET
sc-3661	241	18	latter	latter	ADJ
sc-3661	241	19	being	be	AUX
sc-3661	241	20	responsible	responsible	ADJ
sc-3661	241	21	for	for	ADP
sc-3661	241	22	making	make	VERB
sc-3661	241	23	ml	ml	NOUN
sc-3661	241	24	algorithms	algorithm	NOUN
sc-3661	241	25	available	available	ADJ
sc-3661	241	26	as	as	ADP
sc-3661	241	27	services	service	NOUN
sc-3661	241	28	.	.	PUNCT
sc-3661	242	1	it	it	PRON
sc-3661	242	2	is	be	AUX
sc-3661	242	3	a	a	DET
sc-3661	242	4	proposal	proposal	NOUN
sc-3661	242	5	that	that	PRON
sc-3661	242	6	requires	require	VERB
sc-3661	242	7	little	little	ADJ
sc-3661	242	8	adaptation	adaptation	NOUN
sc-3661	242	9	between	between	ADP
sc-3661	242	10	the	the	DET
sc-3661	242	11	saas	saas	NOUN
sc-3661	242	12	environment	environment	NOUN
sc-3661	242	13	and	and	CCONJ
sc-3661	242	14	the	the	DET
sc-3661	242	15	ml	ml	NOUN
sc-3661	242	16	microservices	microservice	NOUN
sc-3661	242	17	,	,	PUNCT
sc-3661	242	18	given	give	VERB
sc-3661	242	19	that	that	SCONJ
sc-3661	242	20	communication	communication	NOUN
sc-3661	242	21	can	can	AUX
sc-3661	242	22	be	be	AUX
sc-3661	242	23	carried	carry	VERB
sc-3661	242	24	out	out	ADP
sc-3661	242	25	through	through	ADP
sc-3661	242	26	rest	rest	NOUN
sc-3661	242	27	-	-	PUNCT
sc-3661	242	28	type	type	NOUN
sc-3661	242	29	communication	communication	NOUN
sc-3661	242	30	,	,	PUNCT
sc-3661	242	31	as	as	SCONJ
sc-3661	242	32	presented	present	VERB
sc-3661	242	33	in	in	ADP
sc-3661	242	34	the	the	DET
sc-3661	242	35	framework	framework	NOUN
sc-3661	242	36	.	.	PUNCT
sc-3661	243	1	the	the	DET
sc-3661	243	2	features	feature	NOUN
sc-3661	243	3	of	of	ADP
sc-3661	243	4	this	this	DET
sc-3661	243	5	framework	framework	NOUN
sc-3661	243	6	can	can	AUX
sc-3661	243	7	be	be	AUX
sc-3661	243	8	used	use	VERB
sc-3661	243	9	in	in	ADP
sc-3661	243	10	the	the	DET
sc-3661	243	11	context	context	NOUN
sc-3661	243	12	of	of	ADP
sc-3661	243	13	smart	smart	ADJ
sc-3661	243	14	cities	city	NOUN
sc-3661	243	15	when	when	SCONJ
sc-3661	243	16	there	there	PRON
sc-3661	243	17	is	be	VERB
sc-3661	243	18	a	a	DET
sc-3661	243	19	need	need	NOUN
sc-3661	243	20	to	to	PART
sc-3661	243	21	perform	perform	VERB
sc-3661	243	22	an	an	DET
sc-3661	243	23	intermediate	intermediate	ADJ
sc-3661	243	24	migration	migration	NOUN
sc-3661	243	25	from	from	ADP
sc-3661	243	26	a	a	DET
sc-3661	243	27	monolithic	monolithic	ADJ
sc-3661	243	28	architecture	architecture	NOUN
sc-3661	243	29	to	to	ADP
sc-3661	243	30	a	a	DET
sc-3661	243	31	cloud	cloud	NOUN
sc-3661	243	32	-	-	PUNCT
sc-3661	243	33	based	base	VERB
sc-3661	243	34	architecture	architecture	NOUN
sc-3661	243	35	,	,	PUNCT
sc-3661	243	36	being	be	AUX
sc-3661	243	37	efficient	efficient	ADJ
sc-3661	243	38	during	during	ADP
sc-3661	243	39	this	this	DET
sc-3661	243	40	transitional	transitional	ADJ
sc-3661	243	41	phase	phase	NOUN
sc-3661	243	42	.	.	PUNCT
sc-3661	244	1	potentially	potentially	ADV
sc-3661	244	2	,	,	PUNCT
sc-3661	244	3	minerva	minerva	PROPN
sc-3661	244	4	can	can	AUX
sc-3661	244	5	be	be	AUX
sc-3661	244	6	useful	useful	ADJ
sc-3661	244	7	for	for	ADP
sc-3661	244	8	companies	company	NOUN
sc-3661	244	9	offering	offer	VERB
sc-3661	244	10	software	software	NOUN
sc-3661	244	11	as	as	ADP
sc-3661	244	12	a	a	DET
sc-3661	244	13	service	service	NOUN
sc-3661	244	14	and	and	CCONJ
sc-3661	244	15	looking	look	VERB
sc-3661	244	16	to	to	PART
sc-3661	244	17	avoid	avoid	VERB
sc-3661	244	18	a	a	DET
sc-3661	244	19	major	major	ADJ
sc-3661	244	20	change	change	NOUN
sc-3661	244	21	in	in	ADP
sc-3661	244	22	the	the	DET
sc-3661	244	23	company	company	NOUN
sc-3661	244	24	's	's	PART
sc-3661	244	25	existing	exist	VERB
sc-3661	244	26	environment	environment	NOUN
sc-3661	244	27	,	,	PUNCT
sc-3661	244	28	avoiding	avoid	VERB
sc-3661	244	29	major	major	ADJ
sc-3661	244	30	code	code	NOUN
sc-3661	244	31	changes	change	NOUN
sc-3661	244	32	.	.	PUNCT
sc-3661	245	1	another	another	DET
sc-3661	245	2	feature	feature	NOUN
sc-3661	245	3	of	of	ADP
sc-3661	245	4	minerva	minerva	PROPN
sc-3661	245	5	is	be	AUX
sc-3661	245	6	that	that	SCONJ
sc-3661	245	7	it	it	PRON
sc-3661	245	8	can	can	AUX
sc-3661	245	9	be	be	AUX
sc-3661	245	10	used	use	VERB
sc-3661	245	11	in	in	ADP
sc-3661	245	12	cloud	cloud	ADJ
sc-3661	245	13	environments	environment	NOUN
sc-3661	245	14	.	.	PUNCT
sc-3661	246	1	minerva	minerva	PROPN
sc-3661	246	2	seeks	seek	VERB
sc-3661	246	3	to	to	PART
sc-3661	246	4	meet	meet	VERB
sc-3661	246	5	a	a	DET
sc-3661	246	6	need	need	NOUN
sc-3661	246	7	of	of	ADP
sc-3661	246	8	the	the	DET
sc-3661	246	9	software	software	NOUN
sc-3661	246	10	industry	industry	NOUN
sc-3661	246	11	and	and	CCONJ
sc-3661	246	12	companies	company	NOUN
sc-3661	246	13	that	that	PRON
sc-3661	246	14	carry	carry	VERB
sc-3661	246	15	out	out	ADP
sc-3661	246	16	activities	activity	NOUN
sc-3661	246	17	in	in	ADP
sc-3661	246	18	the	the	DET
sc-3661	246	19	ml	ml	NOUN
sc-3661	246	20	context	context	NOUN
sc-3661	246	21	,	,	PUNCT
sc-3661	246	22	which	which	PRON
sc-3661	246	23	is	be	AUX
sc-3661	246	24	to	to	PART
sc-3661	246	25	adapt	adapt	VERB
sc-3661	246	26	a	a	DET
sc-3661	246	27	traditional	traditional	ADJ
sc-3661	246	28	saas	saas	NOUN
sc-3661	246	29	environment	environment	NOUN
sc-3661	246	30	to	to	PART
sc-3661	246	31	be	be	AUX
sc-3661	246	32	integrated	integrate	VERB
sc-3661	246	33	with	with	ADP
sc-3661	246	34	ml	ml	NOUN
sc-3661	246	35	microservices	microservice	NOUN
sc-3661	246	36	modules	module	NOUN
sc-3661	246	37	.	.	PUNCT
sc-3661	247	1	another	another	DET
sc-3661	247	2	feature	feature	NOUN
sc-3661	247	3	is	be	AUX
sc-3661	247	4	the	the	DET
sc-3661	247	5	presence	presence	NOUN
sc-3661	247	6	of	of	ADP
sc-3661	247	7	logs	log	NOUN
sc-3661	247	8	used	use	VERB
sc-3661	247	9	to	to	PART
sc-3661	247	10	support	support	VERB
sc-3661	247	11	monitoring	monitoring	NOUN
sc-3661	247	12	and	and	CCONJ
sc-3661	247	13	operations	operation	NOUN
sc-3661	247	14	,	,	PUNCT
sc-3661	247	15	with	with	ADP
sc-3661	247	16	the	the	DET
sc-3661	247	17	sharing	sharing	NOUN
sc-3661	247	18	of	of	ADP
sc-3661	247	19	these	these	DET
sc-3661	247	20	logs	log	NOUN
sc-3661	247	21	.	.	PUNCT
sc-3661	248	1	this	this	PRON
sc-3661	248	2	becomes	become	VERB
sc-3661	248	3	interesting	interesting	ADJ
sc-3661	248	4	in	in	ADP
sc-3661	248	5	terms	term	NOUN
sc-3661	248	6	of	of	ADP
sc-3661	248	7	traceability	traceability	NOUN
sc-3661	248	8	and	and	CCONJ
sc-3661	248	9	monitoring	monitoring	NOUN
sc-3661	248	10	of	of	ADP
sc-3661	248	11	the	the	DET
sc-3661	248	12	framework	framework	NOUN
sc-3661	248	13	,	,	PUNCT
sc-3661	248	14	as	as	ADV
sc-3661	248	15	well	well	ADV
sc-3661	248	16	as	as	ADP
sc-3661	248	17	bringing	bring	VERB
sc-3661	248	18	insights	insight	NOUN
sc-3661	248	19	regarding	regard	VERB
sc-3661	248	20	the	the	DET
sc-3661	248	21	available	available	ADJ
sc-3661	248	22	logs	log	NOUN
sc-3661	248	23	.	.	PUNCT
sc-3661	249	1	the	the	DET
sc-3661	249	2	third	third	ADJ
sc-3661	249	3	framework	framework	NOUN
sc-3661	249	4	,	,	PUNCT
sc-3661	249	5	entitled	entitle	VERB
sc-3661	249	6	machine	machine	NOUN
sc-3661	249	7	learning	learning	NOUN
sc-3661	249	8	in	in	ADP
sc-3661	249	9	microservices	microservice	NOUN
sc-3661	249	10	architecture	architecture	NOUN
sc-3661	249	11	(	(	PUNCT
sc-3661	249	12	mlma	mlma	NOUN
sc-3661	249	13	)	)	PUNCT
sc-3661	249	14	and	and	CCONJ
sc-3661	249	15	proposed	propose	VERB
sc-3661	249	16	by	by	ADP
sc-3661	249	17	[	[	X
sc-3661	249	18	30	30	NUM
sc-3661	249	19	]	]	PUNCT
sc-3661	249	20	,	,	PUNCT
sc-3661	249	21	presents	present	VERB
sc-3661	249	22	a	a	DET
sc-3661	249	23	generic	generic	ADJ
sc-3661	249	24	architecture	architecture	NOUN
sc-3661	249	25	for	for	ADP
sc-3661	249	26	implementing	implement	VERB
sc-3661	249	27	ml	ml	ADP
sc-3661	249	28	algorithms	algorithm	NOUN
sc-3661	249	29	.	.	PUNCT
sc-3661	250	1	specifically	specifically	ADV
sc-3661	250	2	,	,	PUNCT
sc-3661	250	3	this	this	DET
sc-3661	250	4	architecture	architecture	NOUN
sc-3661	250	5	details	detail	NOUN
sc-3661	250	6	with	with	ADP
sc-3661	250	7	greater	great	ADJ
sc-3661	250	8	granularity	granularity	NOUN
sc-3661	250	9	the	the	DET
sc-3661	250	10	necessary	necessary	ADJ
sc-3661	250	11	services	service	NOUN
sc-3661	250	12	as	as	ADV
sc-3661	250	13	well	well	ADV
sc-3661	250	14	as	as	ADP
sc-3661	250	15	the	the	DET
sc-3661	250	16	operation	operation	NOUN
sc-3661	250	17	of	of	ADP
sc-3661	250	18	the	the	DET
sc-3661	250	19	pipeline	pipeline	NOUN
sc-3661	250	20	present	present	ADJ
sc-3661	250	21	in	in	ADP
sc-3661	250	22	the	the	DET
sc-3661	250	23	framework	framework	NOUN
sc-3661	250	24	.	.	PUNCT
sc-3661	251	1	mlma	mlma	NOUN
sc-3661	251	2	is	be	AUX
sc-3661	251	3	proposed	propose	VERB
sc-3661	251	4	for	for	ADP
sc-3661	251	5	classification	classification	NOUN
sc-3661	251	6	and	and	CCONJ
sc-3661	251	7	prediction	prediction	NOUN
sc-3661	251	8	problems	problem	NOUN
sc-3661	251	9	and	and	CCONJ
sc-3661	251	10	offers	offer	VERB
sc-3661	251	11	a	a	DET
sc-3661	251	12	generic	generic	ADJ
sc-3661	251	13	architecture	architecture	NOUN
sc-3661	251	14	for	for	ADP
sc-3661	251	15	ml	ml	NOUN
sc-3661	251	16	pipelines	pipeline	NOUN
sc-3661	251	17	in	in	ADP
sc-3661	251	18	microservices	microservice	NOUN
sc-3661	251	19	,	,	PUNCT
sc-3661	251	20	reinforces	reinforce	VERB
sc-3661	251	21	the	the	DET
sc-3661	251	22	concept	concept	NOUN
sc-3661	251	23	that	that	SCONJ
sc-3661	251	24	the	the	DET
sc-3661	251	25	topology	topology	NOUN
sc-3661	251	26	of	of	ADP
sc-3661	251	27	the	the	DET
sc-3661	251	28	architecture	architecture	NOUN
sc-3661	251	29	is	be	AUX
sc-3661	251	30	preserved	preserve	VERB
sc-3661	251	31	regardless	regardless	ADV
sc-3661	251	32	of	of	ADP
sc-3661	251	33	the	the	DET
sc-3661	251	34	classification	classification	NOUN
sc-3661	251	35	problem	problem	NOUN
sc-3661	251	36	and	and	CCONJ
sc-3661	251	37	prediction	prediction	NOUN
sc-3661	251	38	of	of	ADP
sc-3661	251	39	interest	interest	NOUN
sc-3661	251	40	by	by	ADP
sc-3661	251	41	the	the	DET
sc-3661	251	42	user	user	NOUN
sc-3661	251	43	.	.	PUNCT
sc-3661	252	1	mlma	mlma	NOUN
sc-3661	252	2	is	be	AUX
sc-3661	252	3	also	also	ADV
sc-3661	252	4	characterized	characterize	VERB
sc-3661	252	5	,	,	PUNCT
sc-3661	252	6	like	like	ADP
sc-3661	252	7	other	other	ADJ
sc-3661	252	8	services	service	NOUN
sc-3661	252	9	,	,	PUNCT
sc-3661	252	10	by	by	ADP
sc-3661	252	11	modelling	model	VERB
sc-3661	252	12	its	its	PRON
sc-3661	252	13	architecture	architecture	NOUN
sc-3661	252	14	in	in	ADP
sc-3661	252	15	order	order	NOUN
sc-3661	252	16	to	to	PART
sc-3661	252	17	segregate	segregate	VERB
sc-3661	252	18	responsibilities	responsibility	NOUN
sc-3661	252	19	.	.	PUNCT
sc-3661	253	1	mlma	mlma	NOUN
sc-3661	253	2	explicitly	explicitly	ADV
sc-3661	253	3	separates	separate	VERB
sc-3661	253	4	the	the	DET
sc-3661	253	5	feature	feature	NOUN
sc-3661	253	6	processing	processing	NOUN
sc-3661	253	7	step	step	NOUN
sc-3661	253	8	from	from	ADP
sc-3661	253	9	the	the	DET
sc-3661	253	10	processing	processing	NOUN
sc-3661	253	11	of	of	ADP
sc-3661	253	12	classification	classification	NOUN
sc-3661	253	13	and	and	CCONJ
sc-3661	253	14	prediction	prediction	NOUN
sc-3661	253	15	ml	ml	NOUN
sc-3661	253	16	algorithms	algorithm	NOUN
sc-3661	253	17	.	.	PUNCT
sc-3661	254	1	this	this	PRON
sc-3661	254	2	conceptually	conceptually	ADV
sc-3661	254	3	corroborates	corroborate	VERB
sc-3661	254	4	the	the	DET
sc-3661	254	5	idea	idea	NOUN
sc-3661	254	6	of	of	ADP
sc-3661	254	7	microservices	microservice	NOUN
sc-3661	254	8	applied	apply	VERB
sc-3661	254	9	in	in	ADP
sc-3661	254	10	the	the	DET
sc-3661	254	11	context	context	NOUN
sc-3661	254	12	of	of	ADP
sc-3661	254	13	ml	ml	NOUN
sc-3661	254	14	,	,	PUNCT
sc-3661	254	15	because	because	SCONJ
sc-3661	254	16	the	the	DET
sc-3661	254	17	concept	concept	NOUN
sc-3661	254	18	of	of	ADP
sc-3661	254	19	topology	topology	NOUN
sc-3661	254	20	,	,	PUNCT
sc-3661	254	21	in	in	ADP
sc-3661	254	22	the	the	DET
sc-3661	254	23	context	context	NOUN
sc-3661	254	24	of	of	ADP
sc-3661	254	25	the	the	DET
sc-3661	254	26	framework	framework	NOUN
sc-3661	254	27	,	,	PUNCT
sc-3661	254	28	reinforces	reinforce	VERB
sc-3661	254	29	that	that	SCONJ
sc-3661	254	30	there	there	PRON
sc-3661	254	31	is	be	VERB
sc-3661	254	32	flexibility	flexibility	NOUN
sc-3661	254	33	to	to	PART
sc-3661	254	34	adapt	adapt	VERB
sc-3661	254	35	the	the	DET
sc-3661	254	36	architecture	architecture	NOUN
sc-3661	254	37	according	accord	VERB
sc-3661	254	38	to	to	ADP
sc-3661	254	39	the	the	DET
sc-3661	254	40	problem	problem	NOUN
sc-3661	254	41	to	to	PART
sc-3661	254	42	be	be	AUX
sc-3661	254	43	solved	solve	VERB
sc-3661	254	44	using	use	VERB
sc-3661	254	45	ml	ml	NOUN
sc-3661	254	46	.	.	PUNCT
sc-3661	255	1	eai	eai	PROPN
sc-3661	255	2	endorsed	endorse	VERB
sc-3661	255	3	transactions	transaction	NOUN
sc-3661	255	4	on	on	ADP
sc-3661	255	5	smart	smart	ADJ
sc-3661	255	6	cities	city	NOUN
sc-3661	255	7	|	|	ADV
sc-3661	255	8	volume	volume	VERB
sc-3661	255	9	7	7	NUM
sc-3661	255	10	|	|	NOUN
sc-3661	255	11	issue	issue	NOUN
sc-3661	255	12	3	3	NUM
sc-3661	256	1	|	|	NOUN
sc-3661	256	2	mlops	mlop	NOUN
sc-3661	256	3	and	and	CCONJ
sc-3661	256	4	microservices	microservice	VERB
sc-3661	256	5	frameworks	framework	NOUN
sc-3661	256	6	in	in	ADP
sc-3661	256	7	the	the	DET
sc-3661	256	8	perspective	perspective	NOUN
sc-3661	256	9	of	of	ADP
sc-3661	256	10	smart	smart	ADJ
sc-3661	256	11	cities	city	NOUN
sc-3661	256	12	9	9	NUM
sc-3661	256	13	the	the	DET
sc-3661	256	14	presented	present	VERB
sc-3661	256	15	frameworks	framework	NOUN
sc-3661	256	16	focus	focus	VERB
sc-3661	256	17	on	on	ADP
sc-3661	256	18	a	a	DET
sc-3661	256	19	common	common	ADJ
sc-3661	256	20	objective	objective	NOUN
sc-3661	256	21	,	,	PUNCT
sc-3661	256	22	which	which	PRON
sc-3661	256	23	is	be	AUX
sc-3661	256	24	to	to	PART
sc-3661	256	25	provide	provide	VERB
sc-3661	256	26	the	the	DET
sc-3661	256	27	results	result	NOUN
sc-3661	256	28	of	of	ADP
sc-3661	256	29	ml	ml	NOUN
sc-3661	256	30	algorithms	algorithm	NOUN
sc-3661	256	31	as	as	ADP
sc-3661	256	32	services	service	NOUN
sc-3661	256	33	,	,	PUNCT
sc-3661	256	34	that	that	ADV
sc-3661	256	35	is	is	ADV
sc-3661	256	36	,	,	PUNCT
sc-3661	256	37	the	the	DET
sc-3661	256	38	construction	construction	NOUN
sc-3661	256	39	of	of	ADP
sc-3661	256	40	ml	ml	NOUN
sc-3661	256	41	services	service	NOUN
sc-3661	256	42	,	,	PUNCT
sc-3661	256	43	specifically	specifically	ADV
sc-3661	256	44	using	use	VERB
sc-3661	256	45	microservices	microservice	NOUN
sc-3661	256	46	to	to	PART
sc-3661	256	47	achieve	achieve	VERB
sc-3661	256	48	the	the	DET
sc-3661	256	49	goal	goal	NOUN
sc-3661	256	50	.	.	PUNCT
sc-3661	257	1	however	however	ADV
sc-3661	257	2	,	,	PUNCT
sc-3661	257	3	each	each	PRON
sc-3661	257	4	of	of	ADP
sc-3661	257	5	the	the	DET
sc-3661	257	6	presented	present	VERB
sc-3661	257	7	frameworks	framework	NOUN
sc-3661	257	8	contains	contain	VERB
sc-3661	257	9	their	their	PRON
sc-3661	257	10	respective	respective	ADJ
sc-3661	257	11	specificities	specificity	NOUN
sc-3661	257	12	.	.	PUNCT
sc-3661	258	1	it	it	PRON
sc-3661	258	2	is	be	AUX
sc-3661	258	3	possible	possible	ADJ
sc-3661	258	4	to	to	PART
sc-3661	258	5	consider	consider	VERB
sc-3661	258	6	,	,	PUNCT
sc-3661	258	7	for	for	ADP
sc-3661	258	8	example	example	NOUN
sc-3661	258	9	,	,	PUNCT
sc-3661	258	10	the	the	DET
sc-3661	258	11	applicability	applicability	NOUN
sc-3661	258	12	and	and	CCONJ
sc-3661	258	13	intended	intend	VERB
sc-3661	258	14	audience	audience	NOUN
sc-3661	258	15	.	.	PUNCT
sc-3661	259	1	it	it	PRON
sc-3661	259	2	is	be	AUX
sc-3661	259	3	argued	argue	VERB
sc-3661	259	4	in	in	ADP
sc-3661	259	5	favour	favour	NOUN
sc-3661	259	6	of	of	ADP
sc-3661	259	7	this	this	DET
sc-3661	259	8	statement	statement	NOUN
sc-3661	259	9	,	,	PUNCT
sc-3661	259	10	when	when	SCONJ
sc-3661	259	11	analysing	analyse	VERB
sc-3661	259	12	the	the	DET
sc-3661	259	13	minerva	minerva	PROPN
sc-3661	259	14	framework	framework	NOUN
sc-3661	259	15	,	,	PUNCT
sc-3661	259	16	which	which	PRON
sc-3661	259	17	,	,	PUNCT
sc-3661	259	18	unlike	unlike	ADP
sc-3661	259	19	other	other	ADJ
sc-3661	259	20	frameworks	framework	NOUN
sc-3661	259	21	,	,	PUNCT
sc-3661	259	22	is	be	AUX
sc-3661	259	23	directed	direct	VERB
sc-3661	259	24	to	to	ADP
sc-3661	259	25	a	a	DET
sc-3661	259	26	specific	specific	ADJ
sc-3661	259	27	public	public	NOUN
sc-3661	259	28	,	,	PUNCT
sc-3661	259	29	where	where	SCONJ
sc-3661	259	30	the	the	DET
sc-3661	259	31	public	public	NOUN
sc-3661	259	32	is	be	AUX
sc-3661	259	33	companies	company	NOUN
sc-3661	259	34	that	that	PRON
sc-3661	259	35	use	use	VERB
sc-3661	259	36	saas	saas	NOUN
sc-3661	259	37	environments	environment	NOUN
sc-3661	259	38	and	and	CCONJ
sc-3661	259	39	aims	aim	VERB
sc-3661	259	40	to	to	PART
sc-3661	259	41	integrate	integrate	VERB
sc-3661	259	42	these	these	DET
sc-3661	259	43	traditional	traditional	ADJ
sc-3661	259	44	saas	saas	NOUN
sc-3661	259	45	environments	environment	NOUN
sc-3661	259	46	with	with	ADP
sc-3661	259	47	the	the	DET
sc-3661	259	48	microservices	microservice	NOUN
sc-3661	259	49	of	of	ADP
sc-3661	259	50	ml	ml	NOUN
sc-3661	259	51	.	.	PUNCT
sc-3661	260	1	the	the	DET
sc-3661	260	2	analysed	analyse	VERB
sc-3661	260	3	frameworks	framework	NOUN
sc-3661	260	4	do	do	AUX
sc-3661	260	5	not	not	PART
sc-3661	260	6	necessarily	necessarily	ADV
sc-3661	260	7	need	need	VERB
sc-3661	260	8	a	a	DET
sc-3661	260	9	cloud	cloud	ADJ
sc-3661	260	10	environment	environment	NOUN
sc-3661	260	11	to	to	PART
sc-3661	260	12	be	be	AUX
sc-3661	260	13	used	use	VERB
sc-3661	260	14	.	.	PUNCT
sc-3661	261	1	the	the	DET
sc-3661	261	2	benefits	benefit	NOUN
sc-3661	261	3	obtained	obtain	VERB
sc-3661	261	4	correspond	correspond	ADV
sc-3661	261	5	to	to	ADP
sc-3661	261	6	better	well	ADJ
sc-3661	261	7	data	datum	NOUN
sc-3661	261	8	control	control	NOUN
sc-3661	261	9	and	and	CCONJ
sc-3661	261	10	greater	great	ADJ
sc-3661	261	11	guarantee	guarantee	NOUN
sc-3661	261	12	of	of	ADP
sc-3661	261	13	customization	customization	NOUN
sc-3661	261	14	with	with	ADP
sc-3661	261	15	a	a	DET
sc-3661	261	16	greater	great	ADJ
sc-3661	261	17	degree	degree	NOUN
sc-3661	261	18	of	of	ADP
sc-3661	261	19	freedom	freedom	NOUN
sc-3661	261	20	,	,	PUNCT
sc-3661	261	21	since	since	SCONJ
sc-3661	261	22	they	they	PRON
sc-3661	261	23	do	do	AUX
sc-3661	261	24	not	not	PART
sc-3661	261	25	depend	depend	VERB
sc-3661	261	26	on	on	ADP
sc-3661	261	27	an	an	DET
sc-3661	261	28	infrastructure	infrastructure	NOUN
sc-3661	261	29	and	and	CCONJ
sc-3661	261	30	external	external	ADJ
sc-3661	261	31	services	service	NOUN
sc-3661	261	32	offered	offer	VERB
sc-3661	261	33	by	by	ADP
sc-3661	261	34	a	a	DET
sc-3661	261	35	cloud	cloud	ADJ
sc-3661	261	36	environment	environment	NOUN
sc-3661	261	37	.	.	PUNCT
sc-3661	262	1	however	however	ADV
sc-3661	262	2	,	,	PUNCT
sc-3661	262	3	not	not	PART
sc-3661	262	4	all	all	DET
sc-3661	262	5	frameworks	framework	NOUN
sc-3661	262	6	are	be	AUX
sc-3661	262	7	necessarily	necessarily	ADV
sc-3661	262	8	used	use	VERB
sc-3661	262	9	exclusively	exclusively	ADV
sc-3661	262	10	without	without	ADP
sc-3661	262	11	a	a	DET
sc-3661	262	12	cloud	cloud	ADJ
sc-3661	262	13	environment	environment	NOUN
sc-3661	262	14	,	,	PUNCT
sc-3661	262	15	such	such	ADJ
sc-3661	262	16	as	as	ADP
sc-3661	262	17	the	the	DET
sc-3661	262	18	minerva	minerva	PROPN
sc-3661	262	19	framework	framework	PROPN
sc-3661	262	20	,	,	PUNCT
sc-3661	262	21	which	which	PRON
sc-3661	262	22	in	in	ADP
sc-3661	262	23	its	its	PRON
sc-3661	262	24	proposal	proposal	NOUN
sc-3661	262	25	also	also	ADV
sc-3661	262	26	seeks	seek	VERB
sc-3661	262	27	to	to	PART
sc-3661	262	28	offer	offer	VERB
sc-3661	262	29	connectivity	connectivity	NOUN
sc-3661	262	30	to	to	ADP
sc-3661	262	31	cloud	cloud	ADJ
sc-3661	262	32	environments	environment	NOUN
sc-3661	262	33	.	.	PUNCT
sc-3661	263	1	microservices	microservice	NOUN
sc-3661	263	2	are	be	AUX
sc-3661	263	3	suitable	suitable	ADJ
sc-3661	263	4	for	for	ADP
sc-3661	263	5	environments	environment	NOUN
sc-3661	263	6	that	that	PRON
sc-3661	263	7	use	use	VERB
sc-3661	263	8	a	a	DET
sc-3661	263	9	cloud	cloud	ADJ
sc-3661	263	10	-	-	PUNCT
sc-3661	263	11	native	native	ADJ
sc-3661	263	12	approach	approach	NOUN
sc-3661	263	13	,	,	PUNCT
sc-3661	263	14	so	so	SCONJ
sc-3661	263	15	their	their	PRON
sc-3661	263	16	use	use	NOUN
sc-3661	263	17	in	in	ADP
sc-3661	263	18	such	such	DET
sc-3661	263	19	an	an	DET
sc-3661	263	20	environment	environment	NOUN
sc-3661	263	21	brings	bring	VERB
sc-3661	263	22	benefits	benefit	NOUN
sc-3661	263	23	such	such	ADJ
sc-3661	263	24	as	as	ADP
sc-3661	263	25	,	,	PUNCT
sc-3661	263	26	for	for	ADP
sc-3661	263	27	example	example	NOUN
sc-3661	263	28	,	,	PUNCT
sc-3661	263	29	better	well	ADJ
sc-3661	263	30	management	management	NOUN
sc-3661	263	31	and	and	CCONJ
sc-3661	263	32	orchestration	orchestration	NOUN
sc-3661	263	33	of	of	ADP
sc-3661	263	34	services	service	NOUN
sc-3661	263	35	,	,	PUNCT
sc-3661	263	36	scalability	scalability	NOUN
sc-3661	263	37	and	and	CCONJ
sc-3661	263	38	elasticity	elasticity	NOUN
sc-3661	263	39	,	,	PUNCT
sc-3661	263	40	automation	automation	NOUN
sc-3661	263	41	of	of	ADP
sc-3661	263	42	deployments	deployment	NOUN
sc-3661	263	43	and	and	CCONJ
sc-3661	263	44	deliveries	delivery	NOUN
sc-3661	263	45	.	.	PUNCT
sc-3661	264	1	it	it	PRON
sc-3661	264	2	can	can	AUX
sc-3661	264	3	become	become	VERB
sc-3661	264	4	very	very	ADV
sc-3661	264	5	difficult	difficult	ADJ
sc-3661	264	6	to	to	PART
sc-3661	264	7	manage	manage	VERB
sc-3661	264	8	microservices	microservice	NOUN
sc-3661	264	9	outside	outside	ADP
sc-3661	264	10	a	a	DET
sc-3661	264	11	cloud	cloud	NOUN
sc-3661	264	12	environment	environment	NOUN
sc-3661	264	13	,	,	PUNCT
sc-3661	264	14	since	since	SCONJ
sc-3661	264	15	potentially	potentially	ADV
sc-3661	264	16	all	all	DET
sc-3661	264	17	issues	issue	NOUN
sc-3661	264	18	of	of	ADP
sc-3661	264	19	support	support	NOUN
sc-3661	264	20	,	,	PUNCT
sc-3661	264	21	maintenance	maintenance	NOUN
sc-3661	264	22	and	and	CCONJ
sc-3661	264	23	management	management	NOUN
sc-3661	264	24	of	of	ADP
sc-3661	264	25	the	the	DET
sc-3661	264	26	infrastructure	infrastructure	NOUN
sc-3661	264	27	are	be	AUX
sc-3661	264	28	,	,	PUNCT
sc-3661	264	29	for	for	ADP
sc-3661	264	30	example	example	NOUN
sc-3661	264	31	,	,	PUNCT
sc-3661	264	32	the	the	DET
sc-3661	264	33	responsibility	responsibility	NOUN
sc-3661	264	34	of	of	ADP
sc-3661	264	35	the	the	DET
sc-3661	264	36	company	company	NOUN
sc-3661	264	37	,	,	PUNCT
sc-3661	264	38	and	and	CCONJ
sc-3661	264	39	the	the	DET
sc-3661	264	40	cloud	cloud	NOUN
sc-3661	264	41	environment	environment	NOUN
sc-3661	264	42	could	could	AUX
sc-3661	264	43	contribute	contribute	VERB
sc-3661	264	44	to	to	ADP
sc-3661	264	45	these	these	DET
sc-3661	264	46	issues	issue	NOUN
sc-3661	264	47	of	of	ADP
sc-3661	264	48	infrastructure	infrastructure	NOUN
sc-3661	264	49	,	,	PUNCT
sc-3661	264	50	architecture	architecture	NOUN
sc-3661	264	51	and	and	CCONJ
sc-3661	264	52	platforms	platform	NOUN
sc-3661	264	53	used	use	VERB
sc-3661	264	54	,	,	PUNCT
sc-3661	264	55	taking	take	VERB
sc-3661	264	56	responsibility	responsibility	NOUN
sc-3661	264	57	for	for	ADP
sc-3661	264	58	them	they	PRON
sc-3661	264	59	.	.	PUNCT
sc-3661	265	1	other	other	ADJ
sc-3661	265	2	beneficial	beneficial	ADJ
sc-3661	265	3	points	point	NOUN
sc-3661	265	4	can	can	AUX
sc-3661	265	5	be	be	AUX
sc-3661	265	6	found	find	VERB
sc-3661	265	7	in	in	ADP
sc-3661	265	8	the	the	DET
sc-3661	265	9	frameworks	framework	NOUN
sc-3661	265	10	:	:	PUNCT
sc-3661	265	11	processing	process	VERB
sc-3661	265	12	a	a	DET
sc-3661	265	13	large	large	ADJ
sc-3661	265	14	volume	volume	NOUN
sc-3661	265	15	of	of	ADP
sc-3661	265	16	data	datum	NOUN
sc-3661	265	17	.	.	PUNCT
sc-3661	266	1	generally	generally	ADV
sc-3661	266	2	,	,	PUNCT
sc-3661	266	3	it	it	PRON
sc-3661	266	4	is	be	AUX
sc-3661	266	5	more	more	ADV
sc-3661	266	6	advantageous	advantageous	ADJ
sc-3661	266	7	to	to	PART
sc-3661	266	8	process	process	VERB
sc-3661	266	9	a	a	DET
sc-3661	266	10	large	large	ADJ
sc-3661	266	11	volume	volume	NOUN
sc-3661	266	12	of	of	ADP
sc-3661	266	13	data	datum	NOUN
sc-3661	266	14	without	without	ADP
sc-3661	266	15	using	use	VERB
sc-3661	266	16	a	a	DET
sc-3661	266	17	cloud	cloud	ADJ
sc-3661	266	18	environment	environment	NOUN
sc-3661	266	19	,	,	PUNCT
sc-3661	266	20	as	as	SCONJ
sc-3661	266	21	it	it	PRON
sc-3661	266	22	ensures	ensure	VERB
sc-3661	266	23	better	well	ADJ
sc-3661	266	24	performance	performance	NOUN
sc-3661	266	25	in	in	ADP
sc-3661	266	26	terms	term	NOUN
sc-3661	266	27	of	of	ADP
sc-3661	266	28	network	network	NOUN
sc-3661	266	29	latency	latency	NOUN
sc-3661	266	30	and	and	CCONJ
sc-3661	266	31	data	data	NOUN
sc-3661	266	32	traffic	traffic	NOUN
sc-3661	266	33	.	.	PUNCT
sc-3661	267	1	this	this	DET
sc-3661	267	2	local	local	ADJ
sc-3661	267	3	processing	processing	NOUN
sc-3661	267	4	is	be	AUX
sc-3661	267	5	suitable	suitable	ADJ
sc-3661	267	6	for	for	ADP
sc-3661	267	7	a	a	DET
sc-3661	267	8	large	large	ADJ
sc-3661	267	9	volume	volume	NOUN
sc-3661	267	10	of	of	ADP
sc-3661	267	11	data	datum	NOUN
sc-3661	267	12	,	,	PUNCT
sc-3661	267	13	avoiding	avoid	VERB
sc-3661	267	14	network	network	NOUN
sc-3661	267	15	traffic	traffic	NOUN
sc-3661	267	16	when	when	SCONJ
sc-3661	267	17	compared	compare	VERB
sc-3661	267	18	to	to	ADP
sc-3661	267	19	a	a	DET
sc-3661	267	20	cloud	cloud	ADJ
sc-3661	267	21	environment	environment	NOUN
sc-3661	267	22	.	.	PUNCT
sc-3661	268	1	however	however	ADV
sc-3661	268	2	,	,	PUNCT
sc-3661	268	3	this	this	DET
sc-3661	268	4	same	same	ADJ
sc-3661	268	5	benefit	benefit	NOUN
sc-3661	268	6	can	can	AUX
sc-3661	268	7	generate	generate	VERB
sc-3661	268	8	some	some	DET
sc-3661	268	9	challenges	challenge	NOUN
sc-3661	268	10	,	,	PUNCT
sc-3661	268	11	such	such	ADJ
sc-3661	268	12	as	as	ADP
sc-3661	268	13	,	,	PUNCT
sc-3661	268	14	how	how	SCONJ
sc-3661	268	15	scalable	scalable	ADJ
sc-3661	268	16	is	be	AUX
sc-3661	268	17	the	the	DET
sc-3661	268	18	local	local	ADJ
sc-3661	268	19	infrastructure	infrastructure	NOUN
sc-3661	268	20	for	for	ADP
sc-3661	268	21	using	use	VERB
sc-3661	268	22	the	the	DET
sc-3661	268	23	frameworks	framework	NOUN
sc-3661	268	24	?	?	PUNCT
sc-3661	269	1	that	that	PRON
sc-3661	269	2	is	be	AUX
sc-3661	269	3	,	,	PUNCT
sc-3661	269	4	what	what	PRON
sc-3661	269	5	is	be	AUX
sc-3661	269	6	the	the	DET
sc-3661	269	7	machine	machine	NOUN
sc-3661	269	8	resource	resource	NOUN
sc-3661	269	9	limit	limit	NOUN
sc-3661	269	10	that	that	SCONJ
sc-3661	269	11	the	the	DET
sc-3661	269	12	infrastructure	infrastructure	NOUN
sc-3661	269	13	must	must	AUX
sc-3661	269	14	be	be	AUX
sc-3661	269	15	able	able	ADJ
sc-3661	269	16	to	to	PART
sc-3661	269	17	handle	handle	VERB
sc-3661	269	18	the	the	DET
sc-3661	269	19	processing	processing	NOUN
sc-3661	269	20	that	that	PRON
sc-3661	269	21	use	use	VERB
sc-3661	269	22	large	large	ADJ
sc-3661	269	23	volume	volume	NOUN
sc-3661	269	24	of	of	ADP
sc-3661	269	25	data	data	PROPN
sc-3661	269	26	?	?	PUNCT
sc-3661	270	1	this	this	DET
sc-3661	270	2	problem	problem	NOUN
sc-3661	270	3	is	be	AUX
sc-3661	270	4	reduced	reduce	VERB
sc-3661	270	5	in	in	ADP
sc-3661	270	6	a	a	DET
sc-3661	270	7	cloud	cloud	ADJ
sc-3661	270	8	environment	environment	NOUN
sc-3661	270	9	,	,	PUNCT
sc-3661	270	10	given	give	VERB
sc-3661	270	11	that	that	SCONJ
sc-3661	270	12	many	many	ADJ
sc-3661	270	13	services	service	NOUN
sc-3661	270	14	offer	offer	VERB
sc-3661	270	15	scalability	scalability	NOUN
sc-3661	270	16	and	and	CCONJ
sc-3661	270	17	elasticity	elasticity	NOUN
sc-3661	270	18	,	,	PUNCT
sc-3661	270	19	that	that	ADV
sc-3661	270	20	is	is	ADV
sc-3661	270	21	,	,	PUNCT
sc-3661	270	22	they	they	PRON
sc-3661	270	23	grow	grow	VERB
sc-3661	270	24	or	or	CCONJ
sc-3661	270	25	shrink	shrink	VERB
sc-3661	270	26	organically	organically	ADV
sc-3661	270	27	according	accord	VERB
sc-3661	270	28	to	to	ADP
sc-3661	270	29	the	the	DET
sc-3661	270	30	need	need	NOUN
sc-3661	270	31	for	for	ADP
sc-3661	270	32	use	use	NOUN
sc-3661	270	33	.	.	PUNCT
sc-3661	271	1	therefore	therefore	ADV
sc-3661	271	2	,	,	PUNCT
sc-3661	271	3	they	they	PRON
sc-3661	271	4	become	become	VERB
sc-3661	271	5	a	a	DET
sc-3661	271	6	favourable	favourable	ADJ
sc-3661	271	7	point	point	NOUN
sc-3661	271	8	for	for	ADP
sc-3661	271	9	the	the	DET
sc-3661	271	10	use	use	NOUN
sc-3661	271	11	of	of	ADP
sc-3661	271	12	cloud	cloud	NOUN
sc-3661	271	13	-	-	PUNCT
sc-3661	271	14	integrated	integrate	VERB
sc-3661	271	15	frameworks	framework	NOUN
sc-3661	271	16	,	,	PUNCT
sc-3661	271	17	as	as	ADV
sc-3661	271	18	well	well	ADV
sc-3661	271	19	as	as	ADP
sc-3661	271	20	a	a	DET
sc-3661	271	21	possible	possible	ADJ
sc-3661	271	22	cost	cost	NOUN
sc-3661	271	23	reduction	reduction	NOUN
sc-3661	271	24	in	in	ADP
sc-3661	271	25	maintaining	maintain	VERB
sc-3661	271	26	the	the	DET
sc-3661	271	27	cloud	cloud	ADJ
sc-3661	271	28	environment	environment	NOUN
sc-3661	271	29	when	when	SCONJ
sc-3661	271	30	compared	compare	VERB
sc-3661	271	31	to	to	ADP
sc-3661	271	32	the	the	DET
sc-3661	271	33	use	use	NOUN
sc-3661	271	34	of	of	ADP
sc-3661	271	35	local	local	ADJ
sc-3661	271	36	infrastructures	infrastructure	NOUN
sc-3661	271	37	.	.	PUNCT
sc-3661	272	1	another	another	DET
sc-3661	272	2	point	point	NOUN
sc-3661	272	3	to	to	PART
sc-3661	272	4	highlight	highlight	VERB
sc-3661	272	5	,	,	PUNCT
sc-3661	272	6	regarding	regard	VERB
sc-3661	272	7	the	the	DET
sc-3661	272	8	minerva	minerva	PROPN
sc-3661	272	9	framework	framework	NOUN
sc-3661	272	10	,	,	PUNCT
sc-3661	272	11	is	be	AUX
sc-3661	272	12	the	the	DET
sc-3661	272	13	abstraction	abstraction	NOUN
sc-3661	272	14	of	of	ADP
sc-3661	272	15	ml	ml	NOUN
sc-3661	272	16	algorithms	algorithm	NOUN
sc-3661	272	17	,	,	PUNCT
sc-3661	272	18	known	know	VERB
sc-3661	272	19	as	as	ADP
sc-3661	272	20	black	black	ADJ
sc-3661	272	21	boxes	box	NOUN
sc-3661	272	22	.	.	PUNCT
sc-3661	273	1	regarding	regard	VERB
sc-3661	273	2	this	this	DET
sc-3661	273	3	abstraction	abstraction	NOUN
sc-3661	273	4	,	,	PUNCT
sc-3661	273	5	it	it	PRON
sc-3661	273	6	is	be	AUX
sc-3661	273	7	possible	possible	ADJ
sc-3661	273	8	to	to	PART
sc-3661	273	9	consider	consider	VERB
sc-3661	273	10	how	how	SCONJ
sc-3661	273	11	advantageous	advantageous	ADJ
sc-3661	273	12	it	it	PRON
sc-3661	273	13	is	be	AUX
sc-3661	273	14	to	to	PART
sc-3661	273	15	have	have	VERB
sc-3661	273	16	the	the	DET
sc-3661	273	17	models	model	NOUN
sc-3661	273	18	abstracted	abstract	VERB
sc-3661	273	19	for	for	ADP
sc-3661	273	20	the	the	DET
sc-3661	273	21	users	user	NOUN
sc-3661	273	22	of	of	ADP
sc-3661	273	23	the	the	DET
sc-3661	273	24	frameworks	framework	NOUN
sc-3661	273	25	.	.	PUNCT
sc-3661	274	1	this	this	DET
sc-3661	274	2	point	point	NOUN
sc-3661	274	3	,	,	PUNCT
sc-3661	274	4	in	in	ADP
sc-3661	274	5	fact	fact	NOUN
sc-3661	274	6	,	,	PUNCT
sc-3661	274	7	leads	lead	VERB
sc-3661	274	8	to	to	ADP
sc-3661	274	9	the	the	DET
sc-3661	274	10	question	question	NOUN
sc-3661	274	11	that	that	SCONJ
sc-3661	274	12	users	user	NOUN
sc-3661	274	13	of	of	ADP
sc-3661	274	14	a	a	DET
sc-3661	274	15	framework	framework	NOUN
sc-3661	274	16	do	do	AUX
sc-3661	274	17	not	not	PART
sc-3661	274	18	necessarily	necessarily	ADV
sc-3661	274	19	need	need	VERB
sc-3661	274	20	to	to	PART
sc-3661	274	21	have	have	VERB
sc-3661	274	22	specific	specific	ADJ
sc-3661	274	23	knowledge	knowledge	NOUN
sc-3661	274	24	about	about	ADP
sc-3661	274	25	ml	ml	NOUN
sc-3661	274	26	.	.	PUNCT
sc-3661	275	1	this	this	PRON
sc-3661	275	2	,	,	PUNCT
sc-3661	275	3	in	in	ADP
sc-3661	275	4	fact	fact	NOUN
sc-3661	275	5	,	,	PUNCT
sc-3661	275	6	can	can	AUX
sc-3661	275	7	become	become	VERB
sc-3661	275	8	a	a	DET
sc-3661	275	9	problem	problem	NOUN
sc-3661	275	10	,	,	PUNCT
sc-3661	275	11	given	give	VERB
sc-3661	275	12	that	that	SCONJ
sc-3661	275	13	users	user	NOUN
sc-3661	275	14	who	who	PRON
sc-3661	275	15	are	be	AUX
sc-3661	275	16	using	use	VERB
sc-3661	275	17	frameworks	framework	NOUN
sc-3661	275	18	with	with	ADP
sc-3661	275	19	ml	ml	ADP
sc-3661	275	20	algorithms	algorithm	NOUN
sc-3661	275	21	available	available	ADJ
sc-3661	275	22	as	as	SCONJ
sc-3661	275	23	services	service	NOUN
sc-3661	275	24	do	do	AUX
sc-3661	275	25	not	not	PART
sc-3661	275	26	necessarily	necessarily	ADV
sc-3661	275	27	need	need	VERB
sc-3661	275	28	to	to	PART
sc-3661	275	29	have	have	VERB
sc-3661	275	30	knowledge	knowledge	NOUN
sc-3661	275	31	or	or	CCONJ
sc-3661	275	32	experience	experience	NOUN
sc-3661	275	33	in	in	ADP
sc-3661	275	34	ml	ml	ADP
sc-3661	275	35	,	,	PUNCT
sc-3661	275	36	being	be	AUX
sc-3661	275	37	just	just	ADV
sc-3661	275	38	an	an	DET
sc-3661	275	39	operational	operational	ADJ
sc-3661	275	40	user	user	NOUN
sc-3661	275	41	of	of	ADP
sc-3661	275	42	the	the	DET
sc-3661	275	43	service	service	NOUN
sc-3661	275	44	.	.	PUNCT
sc-3661	276	1	here	here	ADV
sc-3661	276	2	,	,	PUNCT
sc-3661	276	3	it	it	PRON
sc-3661	276	4	becomes	become	VERB
sc-3661	276	5	relevant	relevant	ADJ
sc-3661	276	6	to	to	PART
sc-3661	276	7	question	question	VERB
sc-3661	276	8	the	the	DET
sc-3661	276	9	threshold	threshold	NOUN
sc-3661	276	10	of	of	ADP
sc-3661	276	11	knowledge	knowledge	NOUN
sc-3661	276	12	that	that	SCONJ
sc-3661	276	13	a	a	DET
sc-3661	276	14	user	user	NOUN
sc-3661	276	15	of	of	ADP
sc-3661	276	16	this	this	DET
sc-3661	276	17	type	type	NOUN
sc-3661	276	18	of	of	ADP
sc-3661	276	19	framework	framework	NOUN
sc-3661	276	20	needs	need	VERB
sc-3661	276	21	to	to	PART
sc-3661	276	22	perform	perform	VERB
sc-3661	276	23	their	their	PRON
sc-3661	276	24	duties	duty	NOUN
sc-3661	276	25	as	as	ADP
sc-3661	276	26	a	a	DET
sc-3661	276	27	professional	professional	NOUN
sc-3661	276	28	in	in	ADP
sc-3661	276	29	this	this	DET
sc-3661	276	30	area	area	NOUN
sc-3661	276	31	.	.	PUNCT
sc-3661	277	1	according	accord	VERB
sc-3661	277	2	to	to	ADP
sc-3661	277	3	the	the	DET
sc-3661	277	4	analysis	analysis	NOUN
sc-3661	277	5	carried	carry	VERB
sc-3661	277	6	out	out	ADP
sc-3661	277	7	on	on	ADP
sc-3661	277	8	the	the	DET
sc-3661	277	9	frameworks	framework	NOUN
sc-3661	277	10	,	,	PUNCT
sc-3661	277	11	it	it	PRON
sc-3661	277	12	appears	appear	VERB
sc-3661	277	13	that	that	SCONJ
sc-3661	277	14	they	they	PRON
sc-3661	277	15	seek	seek	VERB
sc-3661	277	16	to	to	PART
sc-3661	277	17	automate	automate	VERB
sc-3661	277	18	the	the	DET
sc-3661	277	19	ml	ml	NOUN
sc-3661	277	20	algorithms	algorithm	NOUN
sc-3661	277	21	and	and	CCONJ
sc-3661	277	22	make	make	VERB
sc-3661	277	23	them	they	PRON
sc-3661	277	24	available	available	ADJ
sc-3661	277	25	as	as	ADP
sc-3661	277	26	microservices	microservice	NOUN
sc-3661	277	27	,	,	PUNCT
sc-3661	277	28	either	either	CCONJ
sc-3661	277	29	in	in	ADP
sc-3661	277	30	a	a	DET
sc-3661	277	31	local	local	ADJ
sc-3661	277	32	environment	environment	NOUN
sc-3661	277	33	or	or	CCONJ
sc-3661	277	34	in	in	ADP
sc-3661	277	35	a	a	DET
sc-3661	277	36	cloud	cloud	ADJ
sc-3661	277	37	environment	environment	NOUN
sc-3661	277	38	.	.	PUNCT
sc-3661	278	1	the	the	DET
sc-3661	278	2	automation	automation	NOUN
sc-3661	278	3	of	of	ADP
sc-3661	278	4	ml	ml	ADP
sc-3661	278	5	algorithms	algorithm	NOUN
sc-3661	278	6	does	do	AUX
sc-3661	278	7	not	not	PART
sc-3661	278	8	necessarily	necessarily	ADV
sc-3661	278	9	mean	mean	VERB
sc-3661	278	10	using	use	VERB
sc-3661	278	11	the	the	DET
sc-3661	278	12	mlops	mlop	NOUN
sc-3661	278	13	approach	approach	NOUN
sc-3661	278	14	.	.	PUNCT
sc-3661	279	1	this	this	PRON
sc-3661	279	2	is	be	AUX
sc-3661	279	3	an	an	DET
sc-3661	279	4	important	important	ADJ
sc-3661	279	5	point	point	NOUN
sc-3661	279	6	to	to	PART
sc-3661	279	7	be	be	AUX
sc-3661	279	8	highlighted	highlight	VERB
sc-3661	279	9	,	,	PUNCT
sc-3661	279	10	given	give	VERB
sc-3661	279	11	that	that	SCONJ
sc-3661	279	12	,	,	PUNCT
sc-3661	279	13	in	in	ADP
sc-3661	279	14	the	the	DET
sc-3661	279	15	analysed	analyse	VERB
sc-3661	279	16	frameworks	framework	NOUN
sc-3661	279	17	,	,	PUNCT
sc-3661	279	18	the	the	DET
sc-3661	279	19	observed	observe	VERB
sc-3661	279	20	maturity	maturity	NOUN
sc-3661	279	21	level	level	NOUN
sc-3661	279	22	converges	converge	NOUN
sc-3661	279	23	towards	towards	ADP
sc-3661	279	24	the	the	DET
sc-3661	279	25	objective	objective	NOUN
sc-3661	279	26	of	of	ADP
sc-3661	279	27	automating	automate	VERB
sc-3661	279	28	ml	ml	NOUN
sc-3661	279	29	algorithms	algorithm	NOUN
sc-3661	279	30	and	and	CCONJ
sc-3661	279	31	not	not	PART
sc-3661	279	32	explicitly	explicitly	ADV
sc-3661	279	33	applying	apply	VERB
sc-3661	279	34	mlops	mlop	NOUN
sc-3661	279	35	practices	practice	NOUN
sc-3661	279	36	.	.	PUNCT
sc-3661	280	1	this	this	DET
sc-3661	280	2	fact	fact	NOUN
sc-3661	280	3	makes	make	VERB
sc-3661	280	4	it	it	PRON
sc-3661	280	5	possible	possible	ADJ
sc-3661	280	6	to	to	PART
sc-3661	280	7	conclude	conclude	VERB
sc-3661	280	8	that	that	SCONJ
sc-3661	280	9	there	there	PRON
sc-3661	280	10	are	be	VERB
sc-3661	280	11	still	still	ADV
sc-3661	280	12	conceptual	conceptual	ADJ
sc-3661	280	13	obstacles	obstacle	NOUN
sc-3661	280	14	to	to	PART
sc-3661	280	15	effectively	effectively	ADV
sc-3661	280	16	mlops	mlop	NOUN
sc-3661	280	17	becoming	become	VERB
sc-3661	280	18	an	an	DET
sc-3661	280	19	effective	effective	ADJ
sc-3661	280	20	approach	approach	NOUN
sc-3661	280	21	for	for	ADP
sc-3661	280	22	real	real	ADJ
sc-3661	280	23	and	and	CCONJ
sc-3661	280	24	practical	practical	ADJ
sc-3661	280	25	use	use	NOUN
sc-3661	280	26	of	of	ADP
sc-3661	280	27	ml	ml	ADP
sc-3661	280	28	algorithms	algorithm	NOUN
sc-3661	280	29	made	make	VERB
sc-3661	280	30	available	available	ADJ
sc-3661	280	31	in	in	ADP
sc-3661	280	32	microservices	microservice	NOUN
sc-3661	280	33	.	.	PUNCT
sc-3661	281	1	however	however	ADV
sc-3661	281	2	,	,	PUNCT
sc-3661	281	3	such	such	ADJ
sc-3661	281	4	frameworks	framework	NOUN
sc-3661	281	5	,	,	PUNCT
sc-3661	281	6	eventually	eventually	ADV
sc-3661	281	7	,	,	PUNCT
sc-3661	281	8	may	may	AUX
sc-3661	281	9	suggest	suggest	VERB
sc-3661	281	10	new	new	ADJ
sc-3661	281	11	practical	practical	ADJ
sc-3661	281	12	studies	study	NOUN
sc-3661	281	13	that	that	PRON
sc-3661	281	14	allow	allow	VERB
sc-3661	281	15	the	the	DET
sc-3661	281	16	use	use	NOUN
sc-3661	281	17	of	of	ADP
sc-3661	281	18	mlops	mlop	NOUN
sc-3661	281	19	practices	practice	NOUN
sc-3661	281	20	,	,	PUNCT
sc-3661	281	21	given	give	VERB
sc-3661	281	22	that	that	SCONJ
sc-3661	281	23	they	they	PRON
sc-3661	281	24	are	be	AUX
sc-3661	281	25	initial	initial	ADJ
sc-3661	281	26	proposals	proposal	NOUN
sc-3661	281	27	and	and	CCONJ
sc-3661	281	28	studies	study	NOUN
sc-3661	281	29	related	relate	VERB
sc-3661	281	30	to	to	ADP
sc-3661	281	31	the	the	DET
sc-3661	281	32	subject	subject	NOUN
sc-3661	281	33	can	can	AUX
sc-3661	281	34	still	still	ADV
sc-3661	281	35	be	be	AUX
sc-3661	281	36	investigated	investigate	VERB
sc-3661	281	37	.	.	PUNCT
sc-3661	282	1	table	table	NOUN
sc-3661	282	2	3	3	NUM
sc-3661	282	3	presents	present	VERB
sc-3661	282	4	a	a	DET
sc-3661	282	5	qualitative	qualitative	ADJ
sc-3661	282	6	analysis	analysis	NOUN
sc-3661	282	7	based	base	VERB
sc-3661	282	8	on	on	ADP
sc-3661	282	9	the	the	DET
sc-3661	282	10	analysed	analyse	VERB
sc-3661	282	11	frameworks	framework	NOUN
sc-3661	282	12	.	.	PUNCT
sc-3661	283	1	six	six	NUM
sc-3661	283	2	evaluative	evaluative	ADJ
sc-3661	283	3	criteria	criterion	NOUN
sc-3661	283	4	are	be	AUX
sc-3661	283	5	used	use	VERB
sc-3661	283	6	in	in	ADP
sc-3661	283	7	relation	relation	NOUN
sc-3661	283	8	to	to	ADP
sc-3661	283	9	their	their	PRON
sc-3661	283	10	characteristics	characteristic	NOUN
sc-3661	283	11	.	.	PUNCT
sc-3661	284	1	the	the	DET
sc-3661	284	2	square	square	ADJ
sc-3661	284	3	(	(	PUNCT
sc-3661	284	4	green	green	ADJ
sc-3661	284	5	colour	colour	NOUN
sc-3661	284	6	)	)	PUNCT
sc-3661	284	7	represents	represent	VERB
sc-3661	284	8	that	that	SCONJ
sc-3661	284	9	the	the	DET
sc-3661	284	10	framework	framework	NOUN
sc-3661	284	11	fully	fully	ADV
sc-3661	284	12	attends	attend	VERB
sc-3661	284	13	the	the	DET
sc-3661	284	14	criteria	criterion	NOUN
sc-3661	284	15	,	,	PUNCT
sc-3661	284	16	triangle	triangle	NOUN
sc-3661	284	17	(	(	PUNCT
sc-3661	284	18	yellow	yellow	ADJ
sc-3661	284	19	colour	colour	NOUN
sc-3661	284	20	)	)	PUNCT
sc-3661	284	21	represents	represent	VERB
sc-3661	284	22	partial	partial	ADJ
sc-3661	284	23	attendship	attendship	NOUN
sc-3661	284	24	,	,	PUNCT
sc-3661	284	25	and	and	CCONJ
sc-3661	284	26	the	the	DET
sc-3661	284	27	circle	circle	NOUN
sc-3661	284	28	(	(	PUNCT
sc-3661	284	29	red	red	ADJ
sc-3661	284	30	colour	colour	NOUN
sc-3661	284	31	)	)	PUNCT
sc-3661	284	32	represents	represent	VERB
sc-3661	284	33	that	that	SCONJ
sc-3661	284	34	the	the	DET
sc-3661	284	35	framework	framework	NOUN
sc-3661	284	36	do	do	AUX
sc-3661	284	37	not	not	PART
sc-3661	284	38	attend	attend	VERB
sc-3661	284	39	the	the	DET
sc-3661	284	40	criteria	criterion	NOUN
sc-3661	284	41	.	.	PUNCT
sc-3661	285	1	table	table	NOUN
sc-3661	285	2	3	3	NUM
sc-3661	285	3	.	.	PUNCT
sc-3661	286	1	qualitative	qualitative	ADJ
sc-3661	286	2	analysis	analysis	NOUN
sc-3661	286	3	of	of	ADP
sc-3661	286	4	frameworks	framework	NOUN
sc-3661	286	5	•	•	ADP
sc-3661	286	6	problem	problem	NOUN
sc-3661	286	7	generalization	generalization	NOUN
sc-3661	286	8	:	:	PUNCT
sc-3661	286	9	quantity	quantity	NOUN
sc-3661	286	10	and	and	CCONJ
sc-3661	286	11	variety	variety	NOUN
sc-3661	286	12	of	of	ADP
sc-3661	286	13	different	different	ADJ
sc-3661	286	14	ml	ml	NOUN
sc-3661	286	15	problems	problem	NOUN
sc-3661	286	16	that	that	SCONJ
sc-3661	286	17	the	the	DET
sc-3661	286	18	framework	framework	NOUN
sc-3661	286	19	proposes	propose	VERB
sc-3661	286	20	to	to	PART
sc-3661	286	21	be	be	AUX
sc-3661	286	22	used	use	VERB
sc-3661	286	23	;	;	PUNCT
sc-3661	286	24	•	•	NUM
sc-3661	286	25	different	different	ADJ
sc-3661	286	26	programming	programming	NOUN
sc-3661	286	27	languages	language	NOUN
sc-3661	286	28	:	:	PUNCT
sc-3661	286	29	number	number	NOUN
sc-3661	286	30	of	of	ADP
sc-3661	286	31	programming	programming	NOUN
sc-3661	286	32	languages	language	NOUN
sc-3661	286	33	supported	support	VERB
sc-3661	286	34	by	by	ADP
sc-3661	286	35	the	the	DET
sc-3661	286	36	framework	framework	NOUN
sc-3661	286	37	;	;	PUNCT
sc-3661	286	38	•	•	NUM
sc-3661	286	39	resource	resource	NOUN
sc-3661	286	40	sharing	sharing	NOUN
sc-3661	286	41	:	:	PUNCT
sc-3661	286	42	flexibility	flexibility	NOUN
sc-3661	286	43	that	that	SCONJ
sc-3661	286	44	the	the	DET
sc-3661	286	45	framework	framework	NOUN
sc-3661	286	46	has	have	VERB
sc-3661	286	47	in	in	ADP
sc-3661	286	48	providing	provide	VERB
sc-3661	286	49	modules	module	NOUN
sc-3661	286	50	,	,	PUNCT
sc-3661	286	51	resources	resource	NOUN
sc-3661	286	52	,	,	PUNCT
sc-3661	286	53	and	and	CCONJ
sc-3661	286	54	components	component	NOUN
sc-3661	286	55	;	;	PUNCT
sc-3661	286	56	•	•	NUM
sc-3661	286	57	user	user	NOUN
sc-3661	286	58	coverage	coverage	NOUN
sc-3661	286	59	:	:	PUNCT
sc-3661	286	60	audience	audience	NOUN
sc-3661	286	61	that	that	SCONJ
sc-3661	286	62	the	the	DET
sc-3661	286	63	framework	framework	NOUN
sc-3661	286	64	proposes	propose	VERB
sc-3661	286	65	to	to	PART
sc-3661	286	66	serve	serve	VERB
sc-3661	286	67	.	.	PUNCT
sc-3661	287	1	more	more	ADV
sc-3661	287	2	specific	specific	ADJ
sc-3661	287	3	or	or	CCONJ
sc-3661	287	4	more	more	ADV
sc-3661	287	5	generic	generic	ADJ
sc-3661	287	6	;	;	PUNCT
sc-3661	287	7	•	•	NUM
sc-3661	287	8	quantitative	quantitative	ADJ
sc-3661	287	9	results	result	NOUN
sc-3661	287	10	:	:	PUNCT
sc-3661	287	11	results	result	NOUN
sc-3661	287	12	from	from	ADP
sc-3661	287	13	using	use	VERB
sc-3661	287	14	and	and	CCONJ
sc-3661	287	15	experimenting	experiment	VERB
sc-3661	287	16	with	with	ADP
sc-3661	287	17	the	the	DET
sc-3661	287	18	framework	framework	NOUN
sc-3661	287	19	are	be	AUX
sc-3661	287	20	available	available	ADJ
sc-3661	287	21	;	;	PUNCT
sc-3661	287	22	•	•	NOUN
sc-3661	287	23	suitable	suitable	ADJ
sc-3661	287	24	for	for	ADP
sc-3661	287	25	cloud	cloud	ADJ
sc-3661	287	26	utilization	utilization	NOUN
sc-3661	287	27	:	:	PUNCT
sc-3661	287	28	the	the	DET
sc-3661	287	29	framework	framework	NOUN
sc-3661	287	30	can	can	AUX
sc-3661	287	31	be	be	AUX
sc-3661	287	32	used	use	VERB
sc-3661	287	33	,	,	PUNCT
sc-3661	287	34	in	in	ADP
sc-3661	287	35	addition	addition	NOUN
sc-3661	287	36	to	to	ADP
sc-3661	287	37	the	the	DET
sc-3661	287	38	local	local	ADJ
sc-3661	287	39	environment	environment	NOUN
sc-3661	287	40	,	,	PUNCT
sc-3661	287	41	in	in	ADP
sc-3661	287	42	a	a	DET
sc-3661	287	43	cloud	cloud	ADJ
sc-3661	287	44	environment	environment	NOUN
sc-3661	287	45	.	.	PUNCT
sc-3661	288	1	eai	eai	PROPN
sc-3661	288	2	endorsed	endorse	VERB
sc-3661	288	3	transactions	transaction	NOUN
sc-3661	288	4	on	on	ADP
sc-3661	288	5	smart	smart	ADJ
sc-3661	288	6	cities	city	NOUN
sc-3661	288	7	|	|	ADV
sc-3661	288	8	volume	volume	VERB
sc-3661	288	9	7	7	NUM
sc-3661	288	10	|	|	NOUN
sc-3661	288	11	issue	issue	VERB
sc-3661	288	12	3	3	NUM
sc-3661	288	13	|	|	ADV
sc-3661	288	14	i.	i.	PROPN
sc-3661	288	15	b.	b.	PROPN
sc-3661	288	16	urias	urias	PROPN
sc-3661	288	17	and	and	CCONJ
sc-3661	288	18	r.	r.	PROPN
sc-3661	288	19	rossi	rossi	PROPN
sc-3661	288	20	10	10	NUM
sc-3661	288	21	for	for	ADP
sc-3661	288	22	example	example	NOUN
sc-3661	288	23	,	,	PUNCT
sc-3661	288	24	the	the	DET
sc-3661	288	25	minerva	minerva	PROPN
sc-3661	288	26	framework	framework	NOUN
sc-3661	288	27	stands	stand	VERB
sc-3661	288	28	out	out	ADP
sc-3661	288	29	in	in	ADP
sc-3661	288	30	terms	term	NOUN
sc-3661	288	31	of	of	ADP
sc-3661	288	32	a	a	DET
sc-3661	288	33	specific	specific	ADJ
sc-3661	288	34	audience	audience	NOUN
sc-3661	288	35	that	that	PRON
sc-3661	288	36	proposes	propose	VERB
sc-3661	288	37	to	to	PART
sc-3661	288	38	provide	provide	VERB
sc-3661	288	39	a	a	DET
sc-3661	288	40	degree	degree	NOUN
sc-3661	288	41	of	of	ADP
sc-3661	288	42	sharing	sharing	NOUN
sc-3661	288	43	and	and	CCONJ
sc-3661	288	44	meets	meet	VERB
sc-3661	288	45	part	part	NOUN
sc-3661	288	46	of	of	ADP
sc-3661	288	47	the	the	DET
sc-3661	288	48	evaluated	evaluated	ADJ
sc-3661	288	49	criteria	criterion	NOUN
sc-3661	288	50	.	.	PUNCT
sc-3661	289	1	however	however	ADV
sc-3661	289	2	,	,	PUNCT
sc-3661	289	3	this	this	DET
sc-3661	289	4	evaluation	evaluation	NOUN
sc-3661	289	5	does	do	AUX
sc-3661	289	6	not	not	PART
sc-3661	289	7	define	define	VERB
sc-3661	289	8	which	which	PRON
sc-3661	289	9	is	be	AUX
sc-3661	289	10	the	the	DET
sc-3661	289	11	best	good	ADJ
sc-3661	289	12	framework	framework	NOUN
sc-3661	289	13	,	,	PUNCT
sc-3661	289	14	given	give	VERB
sc-3661	289	15	that	that	SCONJ
sc-3661	289	16	the	the	DET
sc-3661	289	17	use	use	NOUN
sc-3661	289	18	of	of	ADP
sc-3661	289	19	the	the	DET
sc-3661	289	20	framework	framework	NOUN
sc-3661	289	21	depends	depend	VERB
sc-3661	289	22	on	on	ADP
sc-3661	289	23	the	the	DET
sc-3661	289	24	context	context	NOUN
sc-3661	289	25	of	of	ADP
sc-3661	289	26	use	use	NOUN
sc-3661	289	27	,	,	PUNCT
sc-3661	289	28	the	the	DET
sc-3661	289	29	need	need	NOUN
sc-3661	289	30	,	,	PUNCT
sc-3661	289	31	and	and	CCONJ
sc-3661	289	32	the	the	DET
sc-3661	289	33	problem	problem	NOUN
sc-3661	289	34	to	to	PART
sc-3661	289	35	be	be	AUX
sc-3661	289	36	solved	solve	VERB
sc-3661	289	37	,	,	PUNCT
sc-3661	289	38	where	where	SCONJ
sc-3661	289	39	a	a	DET
sc-3661	289	40	set	set	NOUN
sc-3661	289	41	of	of	ADP
sc-3661	289	42	factors	factor	NOUN
sc-3661	289	43	allows	allow	VERB
sc-3661	289	44	those	those	PRON
sc-3661	289	45	involved	involved	ADJ
sc-3661	289	46	to	to	PART
sc-3661	289	47	decide	decide	VERB
sc-3661	289	48	which	which	PRON
sc-3661	289	49	is	be	AUX
sc-3661	289	50	the	the	DET
sc-3661	289	51	best	good	ADJ
sc-3661	289	52	framework	framework	NOUN
sc-3661	289	53	to	to	PART
sc-3661	289	54	be	be	AUX
sc-3661	289	55	used	use	VERB
sc-3661	289	56	.	.	PUNCT
sc-3661	290	1	effectively	effectively	ADV
sc-3661	290	2	in	in	ADP
sc-3661	290	3	the	the	DET
sc-3661	290	4	short	short	ADJ
sc-3661	290	5	or	or	CCONJ
sc-3661	290	6	long	long	ADJ
sc-3661	290	7	term	term	NOUN
sc-3661	290	8	,	,	PUNCT
sc-3661	290	9	the	the	DET
sc-3661	290	10	analyzed	analyze	VERB
sc-3661	290	11	frameworks	framework	NOUN
sc-3661	290	12	favor	favor	VERB
sc-3661	290	13	mlops	mlop	NOUN
sc-3661	290	14	practices	practice	NOUN
sc-3661	290	15	since	since	SCONJ
sc-3661	290	16	they	they	PRON
sc-3661	290	17	correspond	correspond	VERB
sc-3661	290	18	to	to	ADP
sc-3661	290	19	approaches	approach	NOUN
sc-3661	290	20	that	that	PRON
sc-3661	290	21	can	can	AUX
sc-3661	290	22	guarantee	guarantee	VERB
sc-3661	290	23	the	the	DET
sc-3661	290	24	operationalization	operationalization	NOUN
sc-3661	290	25	of	of	ADP
sc-3661	290	26	ml	ml	ADP
sc-3661	290	27	algorithms	algorithm	NOUN
sc-3661	290	28	as	as	ADP
sc-3661	290	29	services	service	NOUN
sc-3661	290	30	,	,	PUNCT
sc-3661	290	31	taking	take	VERB
sc-3661	290	32	advantage	advantage	NOUN
sc-3661	290	33	of	of	ADP
sc-3661	290	34	the	the	DET
sc-3661	290	35	previously	previously	ADV
sc-3661	290	36	presented	present	VERB
sc-3661	290	37	benefits	benefit	NOUN
sc-3661	290	38	.	.	PUNCT
sc-3661	291	1	considering	consider	VERB
sc-3661	291	2	the	the	DET
sc-3661	291	3	characteristics	characteristic	NOUN
sc-3661	291	4	previously	previously	ADV
sc-3661	291	5	presented	present	VERB
sc-3661	291	6	of	of	ADP
sc-3661	291	7	the	the	DET
sc-3661	291	8	frameworks	framework	NOUN
sc-3661	291	9	,	,	PUNCT
sc-3661	291	10	potentially	potentially	ADV
sc-3661	291	11	these	these	DET
sc-3661	291	12	frameworks	framework	NOUN
sc-3661	291	13	can	can	AUX
sc-3661	291	14	be	be	AUX
sc-3661	291	15	applied	apply	VERB
sc-3661	291	16	to	to	ADP
sc-3661	291	17	different	different	ADJ
sc-3661	291	18	problems	problem	NOUN
sc-3661	291	19	and	and	CCONJ
sc-3661	291	20	use	use	VERB
sc-3661	291	21	cases	case	NOUN
sc-3661	291	22	of	of	ADP
sc-3661	291	23	smart	smart	ADJ
sc-3661	291	24	cities	city	NOUN
sc-3661	291	25	,	,	PUNCT
sc-3661	291	26	such	such	ADJ
sc-3661	291	27	as	as	ADP
sc-3661	291	28	,	,	PUNCT
sc-3661	291	29	for	for	ADP
sc-3661	291	30	example	example	NOUN
sc-3661	291	31	:	:	PUNCT
sc-3661	291	32	intelligent	intelligent	ADJ
sc-3661	291	33	traffic	traffic	NOUN
sc-3661	291	34	management	management	NOUN
sc-3661	291	35	,	,	PUNCT
sc-3661	291	36	smart	smart	ADJ
sc-3661	291	37	parking	parking	NOUN
sc-3661	291	38	,	,	PUNCT
sc-3661	291	39	public	public	ADJ
sc-3661	291	40	security	security	NOUN
sc-3661	291	41	services	service	NOUN
sc-3661	291	42	,	,	PUNCT
sc-3661	291	43	energy	energy	NOUN
sc-3661	291	44	efficiency	efficiency	NOUN
sc-3661	291	45	,	,	PUNCT
sc-3661	291	46	smart	smart	ADJ
sc-3661	291	47	tourism	tourism	NOUN
sc-3661	291	48	,	,	PUNCT
sc-3661	291	49	public	public	ADJ
sc-3661	291	50	health	health	NOUN
sc-3661	291	51	services	service	NOUN
sc-3661	291	52	and	and	CCONJ
sc-3661	291	53	other	other	ADJ
sc-3661	291	54	possibilities	possibility	NOUN
sc-3661	291	55	.	.	PUNCT
sc-3661	292	1	5	5	X
sc-3661	292	2	.	.	X
sc-3661	292	3	conclusion	conclusion	NOUN
sc-3661	292	4	the	the	DET
sc-3661	292	5	research	research	NOUN
sc-3661	292	6	aimed	aim	VERB
sc-3661	292	7	to	to	PART
sc-3661	292	8	address	address	VERB
sc-3661	292	9	questions	question	NOUN
sc-3661	292	10	regarding	regard	VERB
sc-3661	292	11	the	the	DET
sc-3661	292	12	integration	integration	NOUN
sc-3661	292	13	of	of	ADP
sc-3661	292	14	mlops	mlop	NOUN
sc-3661	292	15	with	with	ADP
sc-3661	292	16	microservices	microservice	NOUN
sc-3661	292	17	to	to	PART
sc-3661	292	18	provide	provide	VERB
sc-3661	292	19	ml	ml	NOUN
sc-3661	292	20	services	service	NOUN
sc-3661	292	21	.	.	PUNCT
sc-3661	293	1	the	the	DET
sc-3661	293	2	main	main	ADJ
sc-3661	293	3	analysis	analysis	NOUN
sc-3661	293	4	is	be	AUX
sc-3661	293	5	conducted	conduct	VERB
sc-3661	293	6	based	base	VERB
sc-3661	293	7	on	on	ADP
sc-3661	293	8	the	the	DET
sc-3661	293	9	frameworks	framework	NOUN
sc-3661	293	10	proposing	propose	VERB
sc-3661	293	11	this	this	DET
sc-3661	293	12	integration	integration	NOUN
sc-3661	293	13	.	.	PUNCT
sc-3661	294	1	regarding	regard	VERB
sc-3661	294	2	the	the	DET
sc-3661	294	3	frameworks	framework	NOUN
sc-3661	294	4	,	,	PUNCT
sc-3661	294	5	it	it	PRON
sc-3661	294	6	is	be	AUX
sc-3661	294	7	important	important	ADJ
sc-3661	294	8	to	to	PART
sc-3661	294	9	highlight	highlight	VERB
sc-3661	294	10	that	that	SCONJ
sc-3661	294	11	they	they	PRON
sc-3661	294	12	do	do	AUX
sc-3661	294	13	not	not	PART
sc-3661	294	14	explicitly	explicitly	ADV
sc-3661	294	15	address	address	VERB
sc-3661	294	16	the	the	DET
sc-3661	294	17	integration	integration	NOUN
sc-3661	294	18	of	of	ADP
sc-3661	294	19	mlops	mlop	NOUN
sc-3661	294	20	with	with	ADP
sc-3661	294	21	microservices	microservice	NOUN
sc-3661	294	22	.	.	PUNCT
sc-3661	295	1	this	this	DET
sc-3661	295	2	statement	statement	NOUN
sc-3661	295	3	is	be	AUX
sc-3661	295	4	mainly	mainly	ADV
sc-3661	295	5	corroborated	corroborate	VERB
sc-3661	295	6	due	due	ADP
sc-3661	295	7	to	to	ADP
sc-3661	295	8	two	two	NUM
sc-3661	295	9	reasons	reason	NOUN
sc-3661	295	10	.	.	PUNCT
sc-3661	296	1	the	the	DET
sc-3661	296	2	first	first	ADJ
sc-3661	296	3	reason	reason	NOUN
sc-3661	296	4	is	be	AUX
sc-3661	296	5	that	that	SCONJ
sc-3661	296	6	the	the	DET
sc-3661	296	7	frameworks	framework	NOUN
sc-3661	296	8	aim	aim	VERB
sc-3661	296	9	to	to	PART
sc-3661	296	10	automate	automate	VERB
sc-3661	296	11	ml	ml	NOUN
sc-3661	296	12	services	service	NOUN
sc-3661	296	13	using	use	VERB
sc-3661	296	14	microservices	microservice	NOUN
sc-3661	296	15	,	,	PUNCT
sc-3661	296	16	not	not	PART
sc-3661	296	17	to	to	PART
sc-3661	296	18	directly	directly	ADV
sc-3661	296	19	integrate	integrate	VERB
sc-3661	296	20	with	with	ADP
sc-3661	296	21	mlops	mlop	NOUN
sc-3661	296	22	.	.	PUNCT
sc-3661	297	1	the	the	DET
sc-3661	297	2	second	second	ADJ
sc-3661	297	3	reason	reason	NOUN
sc-3661	297	4	is	be	AUX
sc-3661	297	5	the	the	DET
sc-3661	297	6	fact	fact	NOUN
sc-3661	297	7	that	that	SCONJ
sc-3661	297	8	mlops	mlop	NOUN
sc-3661	297	9	is	be	AUX
sc-3661	297	10	not	not	PART
sc-3661	297	11	explicitly	explicitly	ADV
sc-3661	297	12	conceptualized	conceptualize	VERB
sc-3661	297	13	,	,	PUNCT
sc-3661	297	14	and	and	CCONJ
sc-3661	297	15	therefore	therefore	ADV
sc-3661	297	16	,	,	PUNCT
sc-3661	297	17	there	there	PRON
sc-3661	297	18	is	be	VERB
sc-3661	297	19	no	no	DET
sc-3661	297	20	conclusive	conclusive	ADJ
sc-3661	297	21	and	and	CCONJ
sc-3661	297	22	consensus	consensus	NOUN
sc-3661	297	23	concept	concept	NOUN
sc-3661	297	24	.	.	PUNCT
sc-3661	298	1	there	there	PRON
sc-3661	298	2	is	be	VERB
sc-3661	298	3	a	a	DET
sc-3661	298	4	degree	degree	NOUN
sc-3661	298	5	of	of	ADP
sc-3661	298	6	freedom	freedom	NOUN
sc-3661	298	7	for	for	ADP
sc-3661	298	8	different	different	ADJ
sc-3661	298	9	interpretations	interpretation	NOUN
sc-3661	298	10	about	about	ADP
sc-3661	298	11	mlops	mlop	NOUN
sc-3661	298	12	.	.	PUNCT
sc-3661	299	1	the	the	DET
sc-3661	299	2	benefits	benefit	NOUN
sc-3661	299	3	as	as	ADV
sc-3661	299	4	well	well	ADV
sc-3661	299	5	as	as	ADP
sc-3661	299	6	the	the	DET
sc-3661	299	7	challenges	challenge	NOUN
sc-3661	299	8	are	be	AUX
sc-3661	299	9	rather	rather	ADV
sc-3661	299	10	abstract	abstract	ADJ
sc-3661	299	11	when	when	SCONJ
sc-3661	299	12	it	it	PRON
sc-3661	299	13	comes	come	VERB
sc-3661	299	14	to	to	ADP
sc-3661	299	15	integrating	integrate	VERB
sc-3661	299	16	mlops	mlop	NOUN
sc-3661	299	17	with	with	ADP
sc-3661	299	18	microservices	microservice	NOUN
sc-3661	299	19	.	.	PUNCT
sc-3661	300	1	certain	certain	ADJ
sc-3661	300	2	challenges	challenge	NOUN
sc-3661	300	3	arise	arise	VERB
sc-3661	300	4	from	from	ADP
sc-3661	300	5	the	the	DET
sc-3661	300	6	inherent	inherent	ADJ
sc-3661	300	7	difficulty	difficulty	NOUN
sc-3661	300	8	in	in	ADP
sc-3661	300	9	conceptualizing	conceptualize	VERB
sc-3661	300	10	,	,	PUNCT
sc-3661	300	11	such	such	ADJ
sc-3661	300	12	as	as	ADP
sc-3661	300	13	defining	define	VERB
sc-3661	300	14	the	the	DET
sc-3661	300	15	role	role	NOUN
sc-3661	300	16	and	and	CCONJ
sc-3661	300	17	responsibilities	responsibility	NOUN
sc-3661	300	18	of	of	ADP
sc-3661	300	19	a	a	DET
sc-3661	300	20	professional	professional	NOUN
sc-3661	300	21	tasked	task	VERB
sc-3661	300	22	with	with	ADP
sc-3661	300	23	operationalizing	operationalize	VERB
sc-3661	300	24	an	an	DET
sc-3661	300	25	ml	ml	NOUN
sc-3661	300	26	algorithm	algorithm	NOUN
sc-3661	300	27	.	.	PUNCT
sc-3661	301	1	this	this	PRON
sc-3661	301	2	can	can	AUX
sc-3661	301	3	lead	lead	VERB
sc-3661	301	4	to	to	ADP
sc-3661	301	5	a	a	DET
sc-3661	301	6	misconception	misconception	NOUN
sc-3661	301	7	that	that	SCONJ
sc-3661	301	8	the	the	DET
sc-3661	301	9	professional	professional	NOUN
sc-3661	301	10	's	's	PART
sc-3661	301	11	goal	goal	NOUN
sc-3661	301	12	is	be	AUX
sc-3661	301	13	merely	merely	ADV
sc-3661	301	14	the	the	DET
sc-3661	301	15	deployment	deployment	NOUN
sc-3661	301	16	or	or	CCONJ
sc-3661	301	17	utilization	utilization	NOUN
sc-3661	301	18	of	of	ADP
sc-3661	301	19	ml	ml	ADP
sc-3661	301	20	algorithms	algorithm	NOUN
sc-3661	301	21	without	without	ADP
sc-3661	301	22	possessing	possess	VERB
sc-3661	301	23	a	a	DET
sc-3661	301	24	deep	deep	ADJ
sc-3661	301	25	understanding	understanding	NOUN
sc-3661	301	26	of	of	ADP
sc-3661	301	27	their	their	PRON
sc-3661	301	28	workings	working	NOUN
sc-3661	301	29	.	.	PUNCT
sc-3661	302	1	consequently	consequently	ADV
sc-3661	302	2	,	,	PUNCT
sc-3661	302	3	they	they	PRON
sc-3661	302	4	become	become	VERB
sc-3661	302	5	professionals	professional	NOUN
sc-3661	302	6	responsible	responsible	ADJ
sc-3661	302	7	for	for	ADP
sc-3661	302	8	operationalizing	operationalize	VERB
sc-3661	302	9	or	or	CCONJ
sc-3661	302	10	deploying	deploy	VERB
sc-3661	302	11	ml	ml	ADP
sc-3661	302	12	algorithms	algorithm	NOUN
sc-3661	302	13	to	to	PART
sc-3661	302	14	provide	provide	VERB
sc-3661	302	15	services	service	NOUN
sc-3661	302	16	and	and	CCONJ
sc-3661	302	17	consume	consume	VERB
sc-3661	302	18	results	result	NOUN
sc-3661	302	19	without	without	ADP
sc-3661	302	20	essential	essential	ADJ
sc-3661	302	21	comprehension	comprehension	NOUN
sc-3661	302	22	of	of	ADP
sc-3661	302	23	the	the	DET
sc-3661	302	24	algorithms	algorithm	NOUN
sc-3661	302	25	and	and	CCONJ
sc-3661	302	26	the	the	DET
sc-3661	302	27	related	relate	VERB
sc-3661	302	28	concepts	concept	NOUN
sc-3661	302	29	and	and	CCONJ
sc-3661	302	30	technologies	technology	NOUN
sc-3661	302	31	.	.	PUNCT
sc-3661	303	1	with	with	ADP
sc-3661	303	2	the	the	DET
sc-3661	303	3	objective	objective	NOUN
sc-3661	303	4	of	of	ADP
sc-3661	303	5	addressing	address	VERB
sc-3661	303	6	the	the	DET
sc-3661	303	7	issues	issue	NOUN
sc-3661	303	8	related	relate	VERB
sc-3661	303	9	to	to	ADP
sc-3661	303	10	the	the	DET
sc-3661	303	11	integration	integration	NOUN
sc-3661	303	12	of	of	ADP
sc-3661	303	13	mlops	mlop	NOUN
sc-3661	303	14	with	with	ADP
sc-3661	303	15	microservices	microservice	NOUN
sc-3661	303	16	,	,	PUNCT
sc-3661	303	17	it	it	PRON
sc-3661	303	18	is	be	AUX
sc-3661	303	19	concluded	conclude	VERB
sc-3661	303	20	that	that	SCONJ
sc-3661	303	21	there	there	PRON
sc-3661	303	22	are	be	VERB
sc-3661	303	23	several	several	ADJ
sc-3661	303	24	gaps	gap	NOUN
sc-3661	303	25	and	and	CCONJ
sc-3661	303	26	challenges	challenge	NOUN
sc-3661	303	27	that	that	PRON
sc-3661	303	28	need	need	VERB
sc-3661	303	29	to	to	PART
sc-3661	303	30	be	be	AUX
sc-3661	303	31	resolved	resolve	VERB
sc-3661	303	32	,	,	PUNCT
sc-3661	303	33	particularly	particularly	ADV
sc-3661	303	34	concerning	concern	VERB
sc-3661	303	35	the	the	DET
sc-3661	303	36	conceptualization	conceptualization	NOUN
sc-3661	303	37	of	of	ADP
sc-3661	303	38	terms	term	NOUN
sc-3661	303	39	and	and	CCONJ
sc-3661	303	40	a	a	DET
sc-3661	303	41	practical	practical	ADJ
sc-3661	303	42	study	study	NOUN
sc-3661	303	43	of	of	ADP
sc-3661	303	44	integrating	integrate	VERB
sc-3661	303	45	mlops	mlop	NOUN
sc-3661	303	46	with	with	ADP
sc-3661	303	47	microservices	microservice	NOUN
sc-3661	303	48	.	.	PUNCT
sc-3661	304	1	there	there	PRON
sc-3661	304	2	is	be	VERB
sc-3661	304	3	potential	potential	ADJ
sc-3661	304	4	for	for	ADP
sc-3661	304	5	advancements	advancement	NOUN
sc-3661	304	6	in	in	ADP
sc-3661	304	7	this	this	DET
sc-3661	304	8	area	area	NOUN
sc-3661	304	9	,	,	PUNCT
sc-3661	304	10	leading	lead	VERB
sc-3661	304	11	to	to	ADP
sc-3661	304	12	an	an	DET
sc-3661	304	13	evolution	evolution	NOUN
sc-3661	304	14	of	of	ADP
sc-3661	304	15	frameworks	framework	NOUN
sc-3661	304	16	that	that	PRON
sc-3661	304	17	automate	automate	VERB
sc-3661	304	18	ml	ml	ADP
sc-3661	304	19	algorithms	algorithm	NOUN
sc-3661	304	20	using	use	VERB
sc-3661	304	21	microservices	microservice	NOUN
sc-3661	304	22	,	,	PUNCT
sc-3661	304	23	making	make	VERB
sc-3661	304	24	them	they	PRON
sc-3661	304	25	more	more	ADV
sc-3661	304	26	sophisticated	sophisticated	ADJ
sc-3661	304	27	and	and	CCONJ
sc-3661	304	28	encompassing	encompass	VERB
sc-3661	304	29	both	both	CCONJ
sc-3661	304	30	technical	technical	ADJ
sc-3661	304	31	and	and	CCONJ
sc-3661	304	32	organizational	organizational	ADJ
sc-3661	304	33	aspects	aspect	NOUN
sc-3661	304	34	,	,	PUNCT
sc-3661	304	35	ultimately	ultimately	ADV
sc-3661	304	36	enabling	enable	VERB
sc-3661	304	37	integration	integration	NOUN
sc-3661	304	38	with	with	ADP
sc-3661	304	39	mlops	mlop	NOUN
sc-3661	304	40	.	.	PUNCT
sc-3661	305	1	the	the	DET
sc-3661	305	2	frameworks	framework	NOUN
sc-3661	305	3	highlighted	highlight	VERB
sc-3661	305	4	in	in	ADP
sc-3661	305	5	this	this	DET
sc-3661	305	6	article	article	NOUN
sc-3661	305	7	could	could	AUX
sc-3661	305	8	be	be	AUX
sc-3661	305	9	potential	potential	ADJ
sc-3661	305	10	candidates	candidate	NOUN
sc-3661	305	11	for	for	ADP
sc-3661	305	12	deployment	deployment	NOUN
sc-3661	305	13	and	and	CCONJ
sc-3661	305	14	integrated	integrated	ADJ
sc-3661	305	15	use	use	NOUN
sc-3661	305	16	with	with	ADP
sc-3661	305	17	mlops	mlop	NOUN
sc-3661	305	18	,	,	PUNCT
sc-3661	305	19	providing	provide	VERB
sc-3661	305	20	an	an	DET
sc-3661	305	21	opportunity	opportunity	NOUN
sc-3661	305	22	to	to	PART
sc-3661	305	23	aggregate	aggregate	VERB
sc-3661	305	24	knowledge	knowledge	NOUN
sc-3661	305	25	on	on	ADP
sc-3661	305	26	the	the	DET
sc-3661	305	27	subject	subject	NOUN
sc-3661	305	28	,	,	PUNCT
sc-3661	305	29	enhance	enhance	VERB
sc-3661	305	30	existing	exist	VERB
sc-3661	305	31	frameworks	framework	NOUN
sc-3661	305	32	,	,	PUNCT
sc-3661	305	33	and	and	CCONJ
sc-3661	305	34	develop	develop	VERB
sc-3661	305	35	new	new	ADJ
sc-3661	305	36	proposals	proposal	NOUN
sc-3661	305	37	adopting	adopt	VERB
sc-3661	305	38	mlops	mlop	NOUN
sc-3661	305	39	.	.	PUNCT
sc-3661	306	1	it	it	PRON
sc-3661	306	2	was	be	AUX
sc-3661	306	3	also	also	ADV
sc-3661	306	4	presented	present	VERB
sc-3661	306	5	that	that	SCONJ
sc-3661	306	6	there	there	PRON
sc-3661	306	7	is	be	VERB
sc-3661	306	8	a	a	DET
sc-3661	306	9	potential	potential	ADJ
sc-3661	306	10	synergy	synergy	NOUN
sc-3661	306	11	between	between	ADP
sc-3661	306	12	the	the	DET
sc-3661	306	13	concepts	concept	NOUN
sc-3661	306	14	related	relate	VERB
sc-3661	306	15	to	to	ADP
sc-3661	306	16	smart	smart	ADJ
sc-3661	306	17	cities	city	NOUN
sc-3661	306	18	context	context	VERB
sc-3661	306	19	.	.	PUNCT
sc-3661	307	1	the	the	DET
sc-3661	307	2	use	use	NOUN
sc-3661	307	3	case	case	NOUN
sc-3661	307	4	examples	example	NOUN
sc-3661	307	5	presented	present	VERB
sc-3661	307	6	also	also	ADV
sc-3661	307	7	provide	provide	VERB
sc-3661	307	8	inputs	input	NOUN
sc-3661	307	9	to	to	PART
sc-3661	307	10	be	be	AUX
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sc-3661	307	12	in	in	ADP
sc-3661	307	13	frameworks	framework	NOUN
sc-3661	307	14	that	that	PRON
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sc-3661	307	16	microservices	microservice	NOUN
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sc-3661	307	18	ml	ml	NOUN
sc-3661	307	19	algorithms	algorithm	NOUN
sc-3661	307	20	.	.	PUNCT
sc-3661	308	1	the	the	DET
sc-3661	308	2	studies	study	NOUN
sc-3661	308	3	on	on	ADP
sc-3661	308	4	mlops	mlop	NOUN
sc-3661	308	5	integration	integration	NOUN
sc-3661	308	6	with	with	ADP
sc-3661	308	7	microservices	microservice	NOUN
sc-3661	308	8	can	can	AUX
sc-3661	308	9	be	be	AUX
sc-3661	308	10	extensive	extensive	ADJ
sc-3661	308	11	in	in	ADP
sc-3661	308	12	the	the	DET
sc-3661	308	13	future	future	NOUN
sc-3661	308	14	,	,	PUNCT
sc-3661	308	15	offering	offer	VERB
sc-3661	308	16	substantial	substantial	ADJ
sc-3661	308	17	potential	potential	NOUN
sc-3661	308	18	to	to	PART
sc-3661	308	19	overcome	overcome	VERB
sc-3661	308	20	barriers	barrier	NOUN
sc-3661	308	21	and	and	CCONJ
sc-3661	308	22	meet	meet	VERB
sc-3661	308	23	technological	technological	ADJ
sc-3661	308	24	needs	need	NOUN
sc-3661	308	25	.	.	PUNCT
sc-3661	309	1	references	reference	NOUN
sc-3661	309	2	[	[	X
sc-3661	309	3	1	1	X
sc-3661	309	4	]	]	X
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sc-3661	309	7	,	,	PUNCT
sc-3661	309	8	i.	i.	PROPN
sc-3661	309	9	,	,	PUNCT
sc-3661	309	10	murphy	murphy	PROPN
sc-3661	309	11	,	,	PUNCT
sc-3661	309	12	m.	m.	NOUN
sc-3661	309	13	j.	j.	PROPN
sc-3661	309	14	what	what	PRON
sc-3661	309	15	is	be	AUX
sc-3661	309	16	machine	machine	NOUN
sc-3661	309	17	learning	learning	NOUN
sc-3661	309	18	?	?	PUNCT
sc-3661	310	1	in	in	ADP
sc-3661	310	2	:	:	PUNCT
sc-3661	310	3	machine	machine	NOUN
sc-3661	310	4	learning	learning	NOUN
sc-3661	310	5	in	in	ADP
sc-3661	310	6	radiation	radiation	NOUN
sc-3661	310	7	oncology	oncology	NOUN
sc-3661	310	8	.	.	PUNCT
sc-3661	311	1	springer	springer	NOUN
sc-3661	311	2	international	international	ADJ
sc-3661	311	3	publishing	publishing	NOUN
sc-3661	311	4	.	.	PUNCT
sc-3661	312	1	2015	2015	NUM
sc-3661	312	2	.	.	PUNCT
sc-3661	313	1	3	3	NUM
sc-3661	313	2	-	-	SYM
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sc-3661	313	4	.	.	PUNCT
sc-3661	314	1	[	[	X
sc-3661	314	2	2	2	NUM
sc-3661	314	3	]	]	PUNCT
sc-3661	314	4	shinde	shinde	NOUN
sc-3661	314	5	,	,	PUNCT
sc-3661	314	6	p.	p.	PROPN
sc-3661	314	7	p.	p.	PROPN
sc-3661	314	8	,	,	PUNCT
sc-3661	314	9	shah	shah	PROPN
sc-3661	314	10	,	,	PUNCT
sc-3661	314	11	s.	s.	PROPN
sc-3661	314	12	a	a	DET
sc-3661	314	13	review	review	NOUN
sc-3661	314	14	of	of	ADP
sc-3661	314	15	machine	machine	NOUN
sc-3661	314	16	learning	learning	NOUN
sc-3661	314	17	and	and	CCONJ
sc-3661	314	18	deep	deep	ADJ
sc-3661	314	19	learning	learning	NOUN
sc-3661	314	20	applications	application	NOUN
sc-3661	314	21	.	.	PUNCT
sc-3661	315	1	in	in	ADP
sc-3661	315	2	:	:	PUNCT
sc-3661	315	3	2018	2018	NUM
sc-3661	315	4	fourth	fourth	ADJ
sc-3661	315	5	international	international	ADJ
sc-3661	315	6	conference	conference	NOUN
sc-3661	315	7	on	on	ADP
sc-3661	315	8	computing	compute	VERB
sc-3661	315	9	communication	communication	NOUN
sc-3661	315	10	control	control	NOUN
sc-3661	315	11	and	and	CCONJ
sc-3661	315	12	automation	automation	NOUN
sc-3661	315	13	(	(	PUNCT
sc-3661	315	14	iccubea	iccubea	NOUN
sc-3661	315	15	)	)	PUNCT
sc-3661	315	16	ieee	ieee	NOUN
sc-3661	315	17	.	.	PUNCT
sc-3661	315	18	2018	2018	NUM
sc-3661	315	19	.	.	PUNCT
sc-3661	316	1	1	1	NUM
sc-3661	316	2	-	-	SYM
sc-3661	316	3	6	6	NUM
sc-3661	316	4	.	.	PUNCT
sc-3661	316	5	doi	doi	NOUN
sc-3661	316	6	:	:	PUNCT
sc-3661	316	7	10.1109	10.1109	NUM
sc-3661	316	8	/	/	SYM
sc-3661	316	9	iccubea.2018.8697857	iccubea.2018.8697857	NOUN
sc-3661	316	10	.	.	PUNCT
sc-3661	317	1	[	[	X
sc-3661	317	2	3	3	NUM
sc-3661	317	3	]	]	X
sc-3661	317	4	silva	silva	PROPN
sc-3661	317	5	,	,	PUNCT
sc-3661	317	6	r.	r.	PROPN
sc-3661	317	7	,	,	PUNCT
sc-3661	317	8	silva	silva	PROPN
sc-3661	317	9	,	,	PUNCT
sc-3661	317	10	m.	m.	NOUN
sc-3661	317	11	,	,	PUNCT
sc-3661	317	12	caldas	caldas	PROPN
sc-3661	317	13	,	,	PUNCT
sc-3661	317	14	g.	g.	PROPN
sc-3661	317	15	,	,	PUNCT
sc-3661	317	16	portela	portela	PROPN
sc-3661	317	17	,	,	PUNCT
sc-3661	317	18	f.	f.	PROPN
sc-3661	317	19	,	,	PUNCT
sc-3661	317	20	santos	santos	PROPN
sc-3661	317	21	,	,	PUNCT
sc-3661	317	22	h.	h.	PROPN
sc-3661	317	23	intelligent	intelligent	ADJ
sc-3661	317	24	dashboards	dashboard	NOUN
sc-3661	317	25	to	to	PART
sc-3661	317	26	monitor	monitor	VERB
sc-3661	317	27	the	the	DET
sc-3661	317	28	occurrences	occurrence	NOUN
sc-3661	317	29	in	in	ADP
sc-3661	317	30	smart	smart	ADJ
sc-3661	317	31	cities	city	NOUN
sc-3661	317	32	–	–	PUNCT
sc-3661	317	33	a	a	DET
sc-3661	317	34	portuguese	portuguese	ADJ
sc-3661	317	35	case	case	NOUN
sc-3661	317	36	study	study	NOUN
sc-3661	317	37	.	.	PUNCT
sc-3661	318	1	eai	eai	PROPN
sc-3661	318	2	endorsed	endorse	VERB
sc-3661	318	3	transactions	transaction	NOUN
sc-3661	318	4	on	on	ADP
sc-3661	318	5	smart	smart	ADJ
sc-3661	318	6	cities	city	NOUN
sc-3661	318	7	.	.	PUNCT
sc-3661	319	1	2022	2022	NUM
sc-3661	319	2	;	;	PUNCT
sc-3661	319	3	6(4):1	6(4):1	PROPN
sc-3661	319	4	-	-	SYM
sc-3661	319	5	8	8	NUM
sc-3661	319	6	.	.	PUNCT
sc-3661	320	1	doi	doi	NOUN
sc-3661	320	2	:	:	PUNCT
sc-3661	320	3	10.4108	10.4108	NUM
sc-3661	320	4	/	/	SYM
sc-3661	320	5	eetsc.v6i4.2796	eetsc.v6i4.2796	NUM
sc-3661	320	6	[	[	X
sc-3661	320	7	4	4	NUM
sc-3661	320	8	]	]	SYM
sc-3661	320	9	adamuscin	adamuscin	PROPN
sc-3661	320	10	,	,	PUNCT
sc-3661	320	11	a.	a.	NOUN
sc-3661	320	12	,	,	PUNCT
sc-3661	320	13	golej	golej	PROPN
sc-3661	320	14	,	,	PUNCT
sc-3661	320	15	j.	j.	PROPN
sc-3661	320	16	,	,	PUNCT
sc-3661	320	17	panik	panik	PROPN
sc-3661	320	18	,	,	PUNCT
sc-3661	320	19	m.	m.	VERB
sc-3661	320	20	the	the	DET
sc-3661	320	21	challenge	challenge	NOUN
sc-3661	320	22	for	for	ADP
sc-3661	320	23	the	the	DET
sc-3661	320	24	development	development	NOUN
sc-3661	320	25	of	of	ADP
sc-3661	320	26	smart	smart	ADJ
sc-3661	320	27	city	city	NOUN
sc-3661	320	28	concept	concept	NOUN
sc-3661	320	29	in	in	ADP
sc-3661	320	30	bratislava	bratislava	PROPN
sc-3661	320	31	based	base	VERB
sc-3661	320	32	on	on	ADP
sc-3661	320	33	examples	example	NOUN
sc-3661	320	34	of	of	ADP
sc-3661	320	35	smart	smart	ADJ
sc-3661	320	36	cities	city	NOUN
sc-3661	320	37	of	of	ADP
sc-3661	320	38	vienna	vienna	PROPN
sc-3661	320	39	and	and	CCONJ
sc-3661	320	40	amsterdam	amsterdam	PROPN
sc-3661	320	41	.	.	PUNCT
sc-3661	321	1	eai	eai	PROPN
sc-3661	321	2	endorsed	endorse	VERB
sc-3661	321	3	transactions	transaction	NOUN
sc-3661	321	4	on	on	ADP
sc-3661	321	5	smart	smart	ADJ
sc-3661	321	6	cities	city	NOUN
sc-3661	321	7	.	.	PUNCT
sc-3661	322	1	2016	2016	NUM
sc-3661	322	2	;	;	PUNCT
sc-3661	322	3	1(1):1	1(1):1	PROPN
sc-3661	322	4	-	-	SYM
sc-3661	322	5	13	13	NUM
sc-3661	322	6	.	.	PUNCT
sc-3661	323	1	[	[	X
sc-3661	323	2	5	5	NUM
sc-3661	323	3	]	]	PUNCT
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sc-3661	323	5	,	,	PUNCT
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sc-3661	323	7	,	,	PUNCT
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sc-3661	323	9	.	.	PUNCT
sc-3661	324	1	ieee	ieee	PROPN
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sc-3661	324	4	.	.	PUNCT
sc-3661	325	1	2016	2016	NUM
sc-3661	325	2	;	;	PUNCT
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sc-3661	325	5	5	5	NUM
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sc-3661	326	11	.	.	PUNCT
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sc-3661	327	3	.	.	PUNCT
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sc-3661	328	2	;	;	PUNCT
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sc-3661	328	7	-	-	SYM
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sc-3661	328	9	.	.	PUNCT
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sc-3661	331	2	.	.	PUNCT
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sc-3661	338	2	-	-	SYM
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sc-3661	338	10	.	.	PUNCT
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sc-3661	339	10	.	.	PUNCT
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sc-3661	340	5	technology	technology	NOUN
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sc-3661	342	8	.	.	PUNCT
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sc-3661	344	4	):	):	PUNCT
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sc-3661	344	6	.	.	PUNCT
sc-3661	345	1	doi	doi	NOUN
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sc-3661	351	2	.	.	PUNCT
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sc-3661	352	2	-	-	SYM
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sc-3661	354	2	:	:	PUNCT
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sc-3661	354	11	|	|	ADV
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sc-3661	355	1	|	|	ADV
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sc-3661	355	25	(	(	PUNCT
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sc-3661	356	2	.	.	PUNCT
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sc-3661	357	2	.	.	PUNCT
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sc-3661	358	2	-	-	SYM
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sc-3661	358	4	.	.	PUNCT
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sc-3661	362	4	):	):	PUNCT
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sc-3661	362	6	-	-	SYM
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sc-3661	362	8	.	.	PUNCT
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sc-3661	369	2	-	-	SYM
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sc-3661	369	4	.	.	PUNCT
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sc-3661	389	20	and	and	CCONJ
sc-3661	389	21	devops	devop	NOUN
sc-3661	389	22	.	.	PUNCT
sc-3661	390	1	in	in	ADP
sc-3661	390	2	:	:	PUNCT
sc-3661	390	3	2015	2015	NUM
sc-3661	390	4	ieee	ieee	NOUN
sc-3661	390	5	/	/	SYM
sc-3661	390	6	acm	acm	PROPN
sc-3661	390	7	3rd	3rd	ADJ
sc-3661	390	8	international	international	ADJ
sc-3661	390	9	workshop	workshop	NOUN
sc-3661	390	10	on	on	ADP
sc-3661	390	11	release	release	NOUN
sc-3661	390	12	engineering	engineering	NOUN
sc-3661	390	13	.	.	PUNCT
sc-3661	390	14	ieee	ieee	PROPN
sc-3661	390	15	.	.	PUNCT
sc-3661	390	16	2015	2015	NUM
sc-3661	390	17	.	.	PUNCT
sc-3661	391	1	3	3	NUM
sc-3661	391	2	-	-	SYM
sc-3661	391	3	3	3	NUM
sc-3661	391	4	.	.	PUNCT
sc-3661	391	5	doi	doi	NOUN
sc-3661	391	6	:	:	PUNCT
sc-3661	391	7	10.1109	10.1109	NUM
sc-3661	391	8	/	/	SYM
sc-3661	391	9	releng.2015.10	releng.2015.10	NOUN
sc-3661	391	10	.	.	PUNCT
sc-3661	392	1	[	[	X
sc-3661	392	2	24	24	NUM
sc-3661	392	3	]	]	X
sc-3661	392	4	garg	garg	NOUN
sc-3661	392	5	,	,	PUNCT
sc-3661	392	6	s.	s.	PROPN
sc-3661	392	7	et	et	PROPN
sc-3661	392	8	al	al	PROPN
sc-3661	392	9	.	.	PROPN
sc-3661	393	1	on	on	ADP
sc-3661	393	2	continuous	continuous	ADJ
sc-3661	393	3	integration	integration	NOUN
sc-3661	393	4	/	/	SYM
sc-3661	393	5	continuous	continuous	ADJ
sc-3661	393	6	delivery	delivery	NOUN
sc-3661	393	7	for	for	ADP
sc-3661	393	8	automated	automate	VERB
sc-3661	393	9	deployment	deployment	NOUN
sc-3661	393	10	of	of	ADP
sc-3661	393	11	machine	machine	NOUN
sc-3661	393	12	learning	learning	NOUN
sc-3661	393	13	models	model	NOUN
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sc-3661	393	16	.	.	PUNCT
sc-3661	394	1	in	in	ADP
sc-3661	394	2	:	:	PUNCT
sc-3661	394	3	2021	2021	NUM
sc-3661	394	4	ieee	ieee	PROPN
sc-3661	394	5	fourth	fourth	PROPN
sc-3661	394	6	international	international	ADJ
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sc-3661	394	8	on	on	ADP
sc-3661	394	9	artificial	artificial	ADJ
sc-3661	394	10	intelligence	intelligence	NOUN
sc-3661	394	11	and	and	CCONJ
sc-3661	394	12	knowledge	knowledge	NOUN
sc-3661	394	13	engineering	engineering	NOUN
sc-3661	394	14	(	(	PUNCT
sc-3661	394	15	aike	aike	ADJ
sc-3661	394	16	)	)	PUNCT
sc-3661	394	17	.	.	PUNCT
sc-3661	395	1	ieee	ieee	PROPN
sc-3661	395	2	.	.	PUNCT
sc-3661	395	3	2021	2021	NUM
sc-3661	395	4	.	.	PUNCT
sc-3661	396	1	25	25	NUM
sc-3661	396	2	-	-	SYM
sc-3661	396	3	28	28	NUM
sc-3661	396	4	.	.	PUNCT
sc-3661	397	1	doi	doi	NOUN
sc-3661	397	2	:	:	PUNCT
sc-3661	397	3	10.1109	10.1109	NUM
sc-3661	397	4	/	/	SYM
sc-3661	397	5	aike52691.2021.00010	aike52691.2021.00010	PROPN
sc-3661	397	6	.	.	PUNCT
sc-3661	398	1	[	[	X
sc-3661	398	2	25	25	NUM
sc-3661	398	3	]	]	SYM
sc-3661	398	4	mei	mei	PROPN
sc-3661	398	5	,	,	PUNCT
sc-3661	398	6	s.	s.	PROPN
sc-3661	398	7	et	et	PROPN
sc-3661	398	8	al	al	PROPN
sc-3661	398	9	.	.	PROPN
sc-3661	398	10	model	model	PROPN
sc-3661	398	11	provenance	provenance	NOUN
sc-3661	398	12	management	management	NOUN
sc-3661	398	13	in	in	ADP
sc-3661	398	14	mlops	mlop	NOUN
sc-3661	398	15	pipeline	pipeline	NOUN
sc-3661	398	16	.	.	PUNCT
sc-3661	399	1	in	in	ADP
sc-3661	399	2	:	:	PUNCT
sc-3661	399	3	2022	2022	NUM
sc-3661	399	4	the	the	DET
sc-3661	399	5	8th	8th	ADJ
sc-3661	399	6	international	international	ADJ
sc-3661	399	7	conference	conference	NOUN
sc-3661	399	8	on	on	ADP
sc-3661	399	9	computing	computing	NOUN
sc-3661	399	10	and	and	CCONJ
sc-3661	399	11	data	datum	NOUN
sc-3661	399	12	engineering	engineering	NOUN
sc-3661	399	13	.	.	PUNCT
sc-3661	400	1	2022	2022	NUM
sc-3661	400	2	.	.	PUNCT
sc-3661	401	1	45	45	NUM
sc-3661	401	2	-	-	SYM
sc-3661	401	3	50	50	NUM
sc-3661	401	4	.	.	PUNCT
sc-3661	401	5	doi	doi	NOUN
sc-3661	401	6	:	:	PUNCT
sc-3661	401	7	https://doi.org/10.1145/3512850.3512861	https://doi.org/10.1145/3512850.3512861	ADJ
sc-3661	401	8	.	.	PUNCT
sc-3661	402	1	[	[	X
sc-3661	402	2	26	26	NUM
sc-3661	402	3	]	]	X
sc-3661	402	4	liu	liu	PROPN
sc-3661	402	5	,	,	PUNCT
sc-3661	402	6	y.	y.	PROPN
sc-3661	402	7	et	et	PROPN
sc-3661	402	8	al	al	PROPN
sc-3661	402	9	.	.	PROPN
sc-3661	403	1	building	build	VERB
sc-3661	403	2	a	a	DET
sc-3661	403	3	platform	platform	NOUN
sc-3661	403	4	for	for	ADP
sc-3661	403	5	machine	machine	NOUN
sc-3661	403	6	learning	learn	VERB
sc-3661	403	7	operations	operation	NOUN
sc-3661	403	8	from	from	ADP
sc-3661	403	9	opensource	opensource	NOUN
sc-3661	403	10	frameworks	framework	NOUN
sc-3661	403	11	.	.	PUNCT
sc-3661	404	1	ifacpapersonline	ifacpapersonline	PROPN
sc-3661	404	2	.	.	PUNCT
sc-3661	405	1	2020	2020	NUM
sc-3661	405	2	;	;	PUNCT
sc-3661	406	1	53(5	53(5	NUM
sc-3661	406	2	):	):	PUNCT
sc-3661	406	3	704	704	NUM
sc-3661	406	4	-	-	SYM
sc-3661	406	5	709	709	NUM
sc-3661	406	6	.	.	PUNCT
sc-3661	406	7	doi	doi	NOUN
sc-3661	406	8	:	:	PUNCT
sc-3661	406	9	https://doi.org/10.1016/j.ifacol.2021.04.161	https://doi.org/10.1016/j.ifacol.2021.04.161	VERB
sc-3661	406	10	.	.	PUNCT
sc-3661	407	1	[	[	X
sc-3661	407	2	27	27	NUM
sc-3661	407	3	]	]	X
sc-3661	407	4	raj	raj	PROPN
sc-3661	407	5	,	,	PUNCT
sc-3661	407	6	e.	e.	PROPN
sc-3661	407	7	engineering	engineering	PROPN
sc-3661	407	8	mlops	mlop	NOUN
sc-3661	407	9	.	.	PUNCT
sc-3661	408	1	packt	packt	PROPN
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sc-3661	408	3	,	,	PUNCT
sc-3661	408	4	2021	2021	NUM
sc-3661	408	5	.	.	PUNCT
sc-3661	409	1	[	[	X
sc-3661	409	2	28	28	NUM
sc-3661	409	3	]	]	X
sc-3661	409	4	pahl	pahl	PROPN
sc-3661	409	5	,	,	PUNCT
sc-3661	409	6	m.	m.	NOUN
sc-3661	409	7	,	,	PUNCT
sc-3661	409	8	loipfinger	loipfinger	NOUN
sc-3661	409	9	,	,	PUNCT
sc-3661	409	10	m.	m.	NOUN
sc-3661	409	11	machine	machine	NOUN
sc-3661	409	12	learning	learn	VERB
sc-3661	409	13	as	as	ADP
sc-3661	409	14	a	a	DET
sc-3661	409	15	reusable	reusable	ADJ
sc-3661	409	16	microservice	microservice	NOUN
sc-3661	409	17	.	.	PUNCT
sc-3661	410	1	in	in	ADP
sc-3661	410	2	:	:	PUNCT
sc-3661	410	3	noms	nom	NOUN
sc-3661	410	4	2018	2018	NUM
sc-3661	410	5	-	-	SYM
sc-3661	410	6	2018	2018	NUM
sc-3661	410	7	ieee	ieee	NOUN
sc-3661	410	8	/	/	SYM
sc-3661	410	9	ifip	ifip	PROPN
sc-3661	410	10	network	network	NOUN
sc-3661	410	11	operations	operation	NOUN
sc-3661	410	12	and	and	CCONJ
sc-3661	410	13	management	management	NOUN
sc-3661	410	14	symposium	symposium	NOUN
sc-3661	410	15	.	.	PUNCT
sc-3661	410	16	ieee	ieee	PROPN
sc-3661	410	17	.	.	PUNCT
sc-3661	410	18	2018	2018	NUM
sc-3661	410	19	.	.	PUNCT
sc-3661	411	1	1	1	NUM
sc-3661	411	2	-	-	SYM
sc-3661	411	3	7	7	NUM
sc-3661	411	4	.	.	PUNCT
sc-3661	411	5	doi	doi	NOUN
sc-3661	411	6	:	:	PUNCT
sc-3661	411	7	10.1109	10.1109	NUM
sc-3661	411	8	/	/	SYM
sc-3661	411	9	noms.2018.8406165	noms.2018.8406165	NOUN
sc-3661	411	10	.	.	PUNCT
sc-3661	412	1	[	[	X
sc-3661	412	2	29	29	NUM
sc-3661	412	3	]	]	X
sc-3661	412	4	duvvuri	duvvuri	PROPN
sc-3661	412	5	,	,	PUNCT
sc-3661	412	6	v.	v.	PROPN
sc-3661	412	7	minerva	minerva	PROPN
sc-3661	412	8	:	:	PUNCT
sc-3661	412	9	a	a	DET
sc-3661	412	10	portable	portable	ADJ
sc-3661	412	11	machine	machine	NOUN
sc-3661	412	12	learning	learn	VERB
sc-3661	412	13	microservice	microservice	NOUN
sc-3661	412	14	framework	framework	NOUN
sc-3661	412	15	for	for	ADP
sc-3661	412	16	traditional	traditional	ADJ
sc-3661	412	17	enterprise	enterprise	NOUN
sc-3661	412	18	saas	saas	NOUN
sc-3661	412	19	applications	application	NOUN
sc-3661	412	20	.	.	PUNCT
sc-3661	413	1	arxiv	arxiv	PROPN
sc-3661	413	2	preprint	preprint	VERB
sc-3661	413	3	arxiv:2005.00866	arxiv:2005.00866	PROPN
sc-3661	413	4	,	,	PUNCT
sc-3661	413	5	2020	2020	NUM
sc-3661	413	6	.	.	PUNCT
sc-3661	414	1	[	[	X
sc-3661	414	2	30	30	NUM
sc-3661	414	3	]	]	X
sc-3661	414	4	ribeiro	ribeiro	PROPN
sc-3661	414	5	,	,	PUNCT
sc-3661	414	6	j.	j.	PROPN
sc-3661	414	7	l.	l.	PROPN
sc-3661	414	8	et	et	PROPN
sc-3661	414	9	al	al	PROPN
sc-3661	414	10	.	.	PUNCT
sc-3661	415	1	a	a	DET
sc-3661	415	2	microservice	microservice	NOUN
sc-3661	415	3	based	base	VERB
sc-3661	415	4	architecture	architecture	NOUN
sc-3661	415	5	topology	topology	NOUN
sc-3661	415	6	for	for	ADP
sc-3661	415	7	machine	machine	NOUN
sc-3661	415	8	learning	learn	VERB
sc-3661	415	9	deployment	deployment	NOUN
sc-3661	415	10	.	.	PUNCT
sc-3661	416	1	in	in	ADP
sc-3661	416	2	:	:	PUNCT
sc-3661	416	3	2019	2019	NUM
sc-3661	416	4	ieee	ieee	NOUN
sc-3661	416	5	international	international	ADJ
sc-3661	416	6	smart	smart	ADJ
sc-3661	416	7	cities	city	NOUN
sc-3661	416	8	conference	conference	NOUN
sc-3661	416	9	(	(	PUNCT
sc-3661	416	10	isc2	isc2	PROPN
sc-3661	416	11	)	)	PUNCT
sc-3661	416	12	.	.	PUNCT
sc-3661	417	1	ieee	ieee	PROPN
sc-3661	417	2	.	.	PUNCT
sc-3661	418	1	2019	2019	NUM
sc-3661	418	2	.	.	PUNCT
sc-3661	419	1	426	426	NUM
sc-3661	419	2	-	-	SYM
sc-3661	419	3	431	431	NUM
sc-3661	419	4	.	.	PUNCT
sc-3661	420	1	doi	doi	NOUN
sc-3661	420	2	:	:	PUNCT
sc-3661	420	3	10.1109	10.1109	NUM
sc-3661	420	4	/	/	SYM
sc-3661	420	5	isc246665.2019.9071708	isc246665.2019.9071708	NOUN
sc-3661	420	6	.	.	PUNCT
sc-3661	421	1	eai	eai	PROPN
sc-3661	421	2	endorsed	endorse	VERB
sc-3661	421	3	transactions	transaction	NOUN
sc-3661	421	4	on	on	ADP
sc-3661	421	5	smart	smart	ADJ
sc-3661	421	6	cities	city	NOUN
sc-3661	421	7	|	|	ADV
sc-3661	421	8	volume	volume	VERB
sc-3661	421	9	7	7	NUM
sc-3661	421	10	|	|	NOUN
sc-3661	421	11	issue	issue	VERB
sc-3661	421	12	3	3	NUM
sc-3661	421	13	|	|	ADV
sc-3661	421	14	https://doi.org/10.1109/scc.2016.113	https://doi.org/10.1109/scc.2016.113	ADJ
sc-3661	421	15	https://doi.org/10.1109/ms.2018.2141039	https://doi.org/10.1109/ms.2018.2141039	NOUN
sc-3661	422	1	https://doi.org/10.1109/iciecs.2009.5362936	https://doi.org/10.1109/iciecs.2009.5362936	PROPN
sc-3661	422	2	https://doi.org/10.1109/icde.1993.344012	https://doi.org/10.1109/icde.1993.344012	PROPN
sc-3661	422	3	https://doi.org/10.1109/releng.2015.10	https://doi.org/10.1109/releng.2015.10	DET
sc-3661	422	4	https://doi.org/10.1109/aike52691.2021.00010	https://doi.org/10.1109/aike52691.2021.00010	NOUN
sc-3661	422	5	https://doi.org/10.1145/3512850.3512861	https://doi.org/10.1145/3512850.3512861	NOUN
sc-3661	422	6	https://doi.org/10.1016/j.ifacol.2021.04.161	https://doi.org/10.1016/j.ifacol.2021.04.161	VERB
sc-3661	422	7	https://doi.org/10.1109/noms.2018.8406165	https://doi.org/10.1109/noms.2018.8406165	PROPN
sc-3661	422	8	https://doi.org/10.1109/isc246665.2019.9071708	https://doi.org/10.1109/isc246665.2019.9071708	NUM