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📓 NLP Study Group

Background: We originally started tracking the FastAI course.

But because of a lack of depth, we decided instead to dissect blogs and tutorials.

Week 0

Introductions!

What does your current work look like? How do you plan to use NLP?


Week 1

  1. What is NLP?
  • A changing field
  • Resources
  • Tools
  • Python libraries
  • Example applications
  • Ethics issues

Notebook: What is NLP?

Video(s):


Week 2

Video(s):

Notebook:

Resources:

Week 3

Video(s):

Notebook:

Resources:

Questions:

  • Why is it when you plot the sorted document-term matrix it shows those waves

Week 4

Skipped

Week 5

Video(s):

Notebook:

Resources:

Questions:

  • When we pick a learning rate off the LR vs. Loss graph, we pick it halway down the descent to the lowest point. Why is that?

Week 6: Word2Vec

Blogs:

Week 7: Word2Vec

Optional:

Week 8: RNNs, LSTMs, GRUs

Week 9: LSTMs, Seq2Seq w/ Attn

**Week 10: Attention **

Optional:

**Week 11: Implementation of Seq2Seq **

Other Resources

Books

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Articles+

Blogs:

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