Stanford CS224N: Natural Language Processing with Deep Learning Course | Winter 2019
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What you'll learn
This course includes
- 27.5 hours of video
- Certificate of completion
- Access on mobile and TV
Course content
1 modules • 20 lessons • 27.5 hours of video
Stanford CS224N: Natural Language Processing with Deep Learning Course | Winter 2019
20 lessons
• 25.3 hours
Stanford CS224N: Natural Language Processing with Deep Learning Course | Winter 2019
20 lessons
• 25.3 hours
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 1 – Introduction and Word Vectors 01:21:52
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 2 – Word Vectors and Word Senses 01:20:44
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 3 – Neural Networks 01:18:51
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 4 – Backpropagation 01:22:15
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 5 – Dependency Parsing 01:20:22
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 6 – Language Models and RNNs 01:08:25
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 7 – Vanishing Gradients, Fancy RNNs 01:13:23
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 8 – Translation, Seq2Seq, Attention 01:16:57
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 9 – Practical Tips for Projects 01:22:40
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 10 – Question Answering 01:21:01
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 11 – Convolutional Networks for NLP 01:20:19
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 12 – Subword Models 01:15:30
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 13 – Contextual Word Embeddings 01:20:19
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 14 – Transformers and Self-Attention 53:48
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 15 – Natural Language Generation 01:19:37
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 16 – Coreference Resolution 01:19:21
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 17 – Multitask Learning 01:11:54
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 18 – Constituency Parsing, TreeRNNs 01:20:38
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 19 – Bias in AI 56:03
- Stanford CS224N: NLP with Deep Learning | Winter 2019 | Lecture 20 – Future of NLP + Deep Learning 01:19:15
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