Table 2.

Comparison of Existing and Proposed System.

Parameter	Existing system	Proposed system
Accuracy	Lower	95%
Final training loss	Higher	0.1832
Validation loss	Higher	0.1541
Time complexity	Moderate	Lower
Epochs	Higher	10
Interpretability	Moderate	High
Convergence speed	Slower	Faster
Overfitting risk	Higher	Lower (with dropout)
Robustness	Lower	Higher
Generalization	Lower	Higher