47. Convolutional Neural Networks (CNNs) for Images
47.5 Practice, Tip and Close
Why. Close when conv, pool, and CNN stack are clear in words.
How.
Chapter practice
- Explain convolution to a friend using the sliding torch story.
- Run the Conv2d and MaxPool snippets; print shapes.
- Draw the TinyCNN block diagram on paper.
Thodkyaat sangaycha tar (quick recap)
- CNNs respect local pixel structure
- Conv filters slide and share weights
- Pooling shrinks maps
- Stack conv blocks then a linear head
Samajla ka? Next: Chapter 48 — Small CNN image project in PyTorch.