NLP 298 Word Embeddings

Introduction to NLP with wordembeddings

• Google, Machine Learning Foundations (with Python notebooks).
  • Ep #8 - Tokenization for Natural Language Processing
  • Ep #9 - Using the Sequencing APIs
  • Ep #10 - Using NLP to build a sarcasm classifier

A deeper look at wordembeddings, based on CS224N Assignment 1: Exploring Word Vectors.

• Count based word vectors
• Word2Vec

References

Kirk Baker: Singular Value Decomposition Tutorial, 2005.

Steven Bird, Ewan Klein, and Edward Loper: Natural Language Processing with Python, Chapter 2, 2019.

Python Numpy Tutorial (with Jupyter and Colab)

NymPy Arrays. All elements need to have the same type. Slices are views, not copies.

Chris McCormick Word2Vec Tutorial - The Skip-Gram Model