Stanford CS224N: Natural Language Processing with Deep Learning | 2023
Unlock Language Power: Dive into Stanford's NLP with Deep Learning Course!
5.0
(3)
25 learners
What you'll learn
- Understand foundational concepts and techniques of NLP using deep learning, including word vectors and neural classifiers
- Apply neural network architectures like RNNs and transformers to solve language processing tasks
- Design and optimize models for tasks such as translation, question answering, and coreference resolution
- Integrate insights from linguistics to enhance NLP model performance and interpretability
This course includes
- 29 hours of video
- Certificate of completion
- Access on mobile and TV
Course content
1 modules • 11 lessons • 29 hours of video
Advanced NLP and Deep Learning with Stanford CS224N
11 lessons
• 12.5 hours
Advanced NLP and Deep Learning with Stanford CS224N
11 lessons
• 12.5 hours
- Stanford CS224N NLP with Deep Learning | 2023 | Lecture 8 - Self-Attention and Transformers 01:17:04
- Stanford CS224N NLP with Deep Learning | 2023 | Lecture 9 - Pretraining 01:18:46
- Stanford CS224N | 2023 | Lecture 10 - Prompting, Reinforcement Learning from Human Feedback 01:16:15
- Stanford CS224N NLP with Deep Learning | 2023 | Lecture 11 - Natural Language Generation 01:18:25
- Stanford CS224N NLP with Deep Learning | 2023 | Lecture 14 - Insights between NLP and Linguistics 01:19:32
- Stanford CS224N NLP with Deep Learning | 2023 | Lecture 15 - Code Generation 01:17:57
- Stanford CS224N NLP with Deep Learning | 2023 | Python Tutorial, Manasi Sharma 47:14
- Stanford CS224N NLP with Deep Learning | 2023 | PyTorch Tutorial, Drew Kaul 47:01
- Stanford CS224N NLP with Deep Learning | 2023 | Hugging Face Tutorial, Eric Frankel 47:57
- Stanford CS224N NLP with Deep Learning | 2023 | Lecture 16 - Multimodal Deep Learning, Douwe Kiela 01:18:23
- Stanford CS224N NLP with Deep Learning | 2023 | Lec. 19 - Model Interpretability & Editing, Been Kim 01:11:42
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