- 01. Intro to LSTM
- 02. RNN vs LSTM
- 03. Basics of LSTM
- 04. Architecture of LSTM
- 05. Notebook: LSTM Structure and Hidden State, PyTorch
- 06. The Learn Gate
- 07. The Forget Gate
- 08. The Remember Gate
- 09. The Use Gate
- 10. Putting it All Together
- 11. Quiz
- 12. Notebook: LSTM for Part of Speech Tagging
- 13. Character-Level RNN
- 14. Sequence Batching
- 15. Notebook: Character-Level LSTM
- 16. Other architectures