48. Small CNN Image Project in PyTorch
48.5 Practice, Tip and Close
Why. Close the CNN mini-project with a checklist.
How.
Chapter practice
- Change filters 8→16 in the first conv; retrain.
- Add a print of confusion-style counts (pred vs y_test).
- Write how this differs from the Mauli table project in Chapter 39.
Thodkyaat sangaycha tar (quick recap)
- Synthetic images teach the CNN loop safely
- Conv stack + CrossEntropy + Adam
- Always eval on a fresh batch
- Real camera data is the next maturity step
Samajla ka? Next: Chapter 49 — What transformers are.