- 01. Introducing Cezanne
- 02. Lesson Outline and Data
- 03. CNN Architecture, VGG-16
- 04. Convolutional Layers
- 05. Defining Layers in PyTorch
- 06. Notebook: Visualizing a Convolutional Layer
- 07. Pooling, VGG-16 Architecture
- 08. Pooling Layers
- 09. Notebook: Visualizing a Pooling Layer
- 10. Fully-Connected Layers, VGG-16
- 11. Notebook: Visualizing FashionMNIST
- 12. Training in PyTorch
- 13. Notebook: Fashion MNIST Training Exercise
- 14. Notebook: FashionMNIST, Solution 1
- 15. Review: Dropout
- 16. Notebook: FashionMNIST, Solution 2
- 17. Feature Visualization
- 18. Feature Maps
- 19. First Convolutional Layer
- 20. Visualizing CNNs (Part 2)
- 21. Visualizing Activations
- 22. Notebook: Feature Viz for FashionMNIST
- 23. Notebook: Visualize Your Net Layers
- 24. Last Feature Vector and t-SNE
- 25. Occlusion, Saliency, and Guided Backpropagation
- 26. Summary of Feature Viz