CS224n Natural Language Processing with Deep Learning

1. 01 Introduction to NLP and Deep Learning/Lecture 1 Natural Language Processing with Deep Learning.mp4692.2MB
2. 02 Word Vector Representations word2vec/Lecture 2 Word Vector Representations_ word2vec.mp4813.43MB
3. 03 Advanced Word Vector Representations/Lecture 3 GloVe_ Global Vectors for Word Representation.mp4551.48MB
4. 04 Word Window Classification and Neural Networks/Lecture 4 Word Window Classification and Neural Networks.mp4375.06MB
5. 05 Backpropagation and Project Advice/Lecture 5 Backpropagation and Project Advice.mp4418.75MB
6. 06 Dependency Parsing/Lecture 6 Dependency Parsing.mp4721.55MB
7. 07 Introduction to TensorFlow/Lecture 7 Introduction to TensorFlow.mp4293.45MB
8. 08 Recurrent Neural Networks and Language Models/Lecture 8 Recurrent Neural Networks and Language Models.mp4745.6MB
9. 09 Machine translation and advanced recurrent LSTMs and GRUs/Lecture 9 Machine Translation and Advanced Recurrent LSTMs and GRUs.mp4587.2MB
10. 10 Neural Machine Translation and Models with Attention/Lecture 10 Neural Machine Translation and Models with Attention.mp4365.32MB
11. 11 Gated recurrent units and further topics in NMT/Lecture 11 Gated Recurrent Units and Further Topics in NMT.mp4745.92MB
12. 12 End-to-end models for Speech Processing/Lecture 12 End-to-End Models for Speech Processing.mp4266.19MB
13. 13 Convolutional Neural Networks/Lecture 13 Convolutional Neural Networks.mp4660.96MB
14. 14 Tree Recursive Neural Networks and Constituency Parsing/Lecture 14- Tree Recursive Neural Networks and Constituency Parsing.mp4350.48MB
15. 15 Coreference Resolution/Lecture 15 Coreference Resolution.mp4741.09MB
16. 16 Dynamic Neural Networks for Question Answering/Lecture 16 Dynamic Neural Networks for Question Answering.mp4459.18MB
17. 17 Issues in NLP and Possible Architectures for NLP/Lecture 17 Issues in NLP and Possible Architectures for NLP.mp4312.3MB
18. 18 Tackling the Limits of Deep Learning for NLP/Lecture 18 Tackling the Limits of Deep Learning for NLP.mp4469.85MB
19. assignments/assignment1/get_datasets.sh623B
20. Midterm Review/Review Session- Midterm Review.mp4542.52MB