- 01. Welcome
- 02. Pre-Notebook
- 03. Notebook Workspace
- 04. Single layer neural networks
- 05. Single layer neural networks solution
- 06. Networks Using Matrix Multiplication
- 07. Multilayer Networks Solution
- 08. Neural Networks in PyTorch
- 09. Neural Networks Solution
- 10. Implementing Softmax Solution
- 11. Network Architectures in PyTorch
- 12. Network Architectures Solution
- 13. Training a Network Solution
- 14. Classifying Fashion-MNIST
- 15. Fashion-MNIST Solution
- 16. Inference and Validation
- 17. Validation Solution
- 18. Dropout Solution
- 19. Saving and Loading Models
- 20. Loading Image Data
- 21. Loading Image Data Solution
- 22. Pre-Notebook with GPU
- 23. Notebook Workspace w/ GPU
- 24. A Note on Transfer Learning
- 25. Transfer Learning
- 26. Transfer Learning II
- 27. Transfer Learning Solution
- 28. Tips, Tricks, and Other Notes