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Advanced NLP and Deep Learning with Stanford CS224N

Unlock Language Power: Dive into Stanford's NLP with Deep Learning Course!

5.0 (43)
539 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 • 15 lessons • 29 hours of video

Advanced NLP and Deep Learning with Stanford CS224N
15 lessons • 20.3 hours
  • Stanford CS224N: NLP with Deep Learning | Winter 2021 | Lecture 1 - Intro & Word Vectors01:24:27
  • Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 2 - Neural Classifiers01:15:18
  • Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 3 - Backprop and Neural Networks01:22:29
  • Stanford CS224N - NLP w/ DL | Winter 2021 | Lecture 4 - Syntactic Structure and Dependency Parsing01:21:22
  • Stanford CS224N - NLP w/ DL | Winter 2021 | Lecture 5 - Recurrent Neural networks (RNNs)01:19:17
  • Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 6 - Simple and LSTM RNNs01:21:38
  • Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 7 - Translation, Seq2Seq, Attention01:18:54
  • Stanford CS224N | 2023 | Lecture 10 - Prompting, Reinforcement Learning from Human Feedback01:16:15
  • Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 12 - Question Answering01:51:52
  • Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 13 - Coreference Resolution01:21:45
  • Stanford CS224N NLP with Deep Learning | 2023 | Lecture 14 - Insights between NLP and Linguistics01:19:32
  • Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 15 - Add Knowledge to Language Models01:17:25
  • Stanford CS224N NLP with Deep Learning | 2023 | Lecture 15 - Code Generation01:17:56
  • Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 17 - Model Analysis and Explanation01:17:11
  • Stanford CS224N NLP with Deep Learning | Winter 2021 | Lecture 18 - Future of NLP + Deep Learning01:20:05

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