- 01. Welcome!
- 02. Single layer neural networks
- 03. Single layer neural networks solution
- 04. Networks Using Matrix Multiplication
- 05. Multilayer Networks Solution
- 06. Neural Networks in PyTorch
- 07. Neural Networks Solution
- 08. Implementing Softmax Solution
- 09. Network Architectures in PyTorch
- 10. Network Architectures Solution
- 11. Training a Network Solution
- 12. Classifying Fashion-MNIST
- 13. Fashion-MNIST Solution
- 14. Inference and Validation
- 15. Validation Solution
- 16. Dropout Solution
- 17. Saving and Loading Models
- 18. Loading Image Data
- 19. Loading Image Data Solution
- 20. Transfer Learning II
- 21. Transfer Learning Solution
- 22. Tips, Tricks, and Other Notes