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* Create README.md Co-Authored-By: Viet-Tien <[email protected]> Co-authored-by: Hồng Hạnh <[email protected]>
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# cs224n_2020 | ||
# __CS224n: Natural Language Processing with Deep Learning__ | ||
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## Course links | ||
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- Course page [CS224N](http://web.stanford.edu/class/cs224n/). | ||
- Lecture videos 2020: (Updating). | ||
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## Table of contents | ||
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- __Week 1__: | ||
- [ ] Introduction and Word Vectors. | ||
- [ ] Gensim word vectors example. | ||
- [ ] Word Vectors 2 and Word Senses. | ||
- [ ] Python review session. | ||
- __Week 2__: | ||
- [ ] Word Window Classification, Neural Networks, and Pytorch. | ||
- [ ] Matrix Calculus and Backpropagation. | ||
- __Week 3__: | ||
- [ ] Linguistic Structure: Dependency Parsing. | ||
- [ ] The probability of a sentence? Recurrent Neural Networks and Language Models | ||
- __Week 4__: | ||
- [ ] Vanishing Gradients and Fancy RNNs. | ||
- [ ] Machine Translation, Seq2seq and Attention. | ||
- __Week 5__: | ||
- [ ] Practical Tips for Final Projects. | ||
- [ ] Question Answering and the Default Final Project. | ||
- __Week 6__: | ||
- [ ] ConvNets for NLP. | ||
- [ ] Information from parts of words (Subword Models) and Transformer architectures. | ||
- __Week 7__: | ||
- [ ] Contextual Word Representation: BERT. | ||
- [ ] Modeling contexts of use: Contextual Representations and Pretraining. | ||
- __Week 8__: | ||
- [ ] Natural Language Generation. | ||
- [ ] Reference in Language and Coreference Resolution. | ||
- __Week 9__: | ||
- [ ] Fairness and Inclusion in AI. | ||
- [ ] Constituency Parsing and Tree Recursive Neural Networks. | ||
- __Week 10__: | ||
- [ ] Recent Advances in Low Resource Machine Translation. | ||
- [ ] Future of NLP + Deep Learning. | ||
- __Week 11__: | ||
- [ ] Final project poster session. | ||
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## Contributors: | ||
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- [Viet-Tien](https://github.com/tiena2cva) | ||
- [honghanhh](https://github.com/honghanhh) | ||
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