First of all, This writing consists of cource Standford CS224n: Natural Language Processing with Deep Learning on Winter 2021. And it also includes 2018 CS224n because of assignment 5 related to Convolution model based on pytorch and Colab(.ipynb)
Course Related Links
Lecture
- Week 1 What is the basic concept and Framework in Natural Language Process?
- Week 2 How to Calculate in Neural Network and What is the Dependency Parsing?
- Week 3 How to struct the Dependency Parsing and the Problem solved by RNN, Bi-RNN, GRU, LTSM?
- Week 4 Machine Translation, Sequence-to-Sequence, And Attention
- Week 5 Self-Attention and Transformers
After week 5, lectures explain,
- (Week 5-6) QA
- (Week 6) Generation
- (Week 7) Coreference Resolution
- (Week 7) T5
- (Week 8) Language Model
- (Week 8) Ethics
- (Week 9) Analysis and Explanation
- (Week 9) Future
But I want to learn more closer to contents related to Speech, so I completed this lecture and continue to CS224S.