More Epochs Better Inference
• 1 min read 1 min
What I worked on
How increasing epochs affects model inference quality and when overfitting begins. Also considered liquid neural networks for audio mapping.
What I noticed
- More epochs improve inference until overfitting starts
- Overfitting shows when validation loss rises while training loss drops
- More data generally helps more than extra epochs
- Liquid networks may adapt better to time-series like audio
”Aha” Moment
na
What still feels messy
How to determine the right epoch count without exhaustive tuning.
Next step
Track validation loss vs epoch count to pinpoint overfitting threshold.