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