id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
cana-5954	Jeevan Kumar	Enhance Deep Learning-Based Framworks dor Efficient Covid-19 and Pneumonia Detection	2025	18	.pdf	application/pdf	5428	338	47	Section 2 provides an extensive discussion on deep learning models for Covid-19 and pneumonia prediction. Represents the results of training of deep learning model over 10, 30, and 50 epochs Parameters 10 Epochs 30 Epochs 50 Epochs Training Loss 0.25 0.15 0.10 Validation Loss 0.25 0.17 0.15 Training Accuracy 0.91 0.95 0.987 Validation Accuracy 0.93 0.94 0.97 4.3 Classification Report The table 3 appears to be an evaluation report for a classification model, possibly for predicting Covid, Normal, and Pneumonia classes.	cache/cana-5954.pdf	txt/cana-5954.txt