1. Introduction and Word Vectors

2. Word Vectors, Word Senses, and Neural Classifiers

3. Backprop and Neural Networks

4. Syntactic Structure and Dependency Parsing

5. Language Models and Recurrent Neural Networks

6. Simple and LSTM Recurrent Neural Networks

7. Machine Translation, Sequence-to-Sequence and Attention

9. Self-Attention and Transformers