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Natural Language Processing Demystified

NLP Demystified is a free, comprehensive course to turn you into an NLP expert. It covers everything from the very basics to the state-of-the-art.

  • 15 modules of theory and concepts, clearly explained.
  • 9 fully-documented notebooks with end-to-end examples of how to accomplish common NLP tasks.
  • No machine learning knowledge assumed. Just know Python and a bit of high school math.

Visit nlpdemystified.org to start learning.

Content

1. Introduction video No notebook for this module
2. Tokenization video notebook
3. Basic Preprocessing video notebook
4. Advanced Preprocessing video notebook
5. Measuring Document Similarity With Basic Bag-of-Words video notebook
6. Simple Document Search With TF-IDF video notebook
7. Building Models: Finding Patterns for Fun and Profit video No notebook for this module
8. Naive Bayes: Fast and Simple Text Classification video notebook
9. Topic Modelling: Automatically Discovering Topics in Documents video notebook
10. Neural Networks I: Core Mechanisms and Coding One From Scratch video notebook
11. Neural Networks II: Effective Training Techniques video notebook
12. Word Vectors video notebook
13. Recurrent Neural Networks and Language Models video notebook
14. Sequence-to-Sequence and Attention video notebook
15. Transformers From Scratch, Pre-Training, and Transfer Learning video notebook

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Code and data for Natural Language Processing Demystified

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