Introduction to Word Vectors

Julia Flanders

2019-04-01

  1. A Road Map
  2. Corpus and model
  3. Parameters
  4. Window
  5. Iterations
  6. Vectors: a first look
  7. Cosine Similarity: What is a cosine anyway?
  8. Cosine Similarity
  9. Querying
  10. Clustering
  11. Clusters: an example
  12. Vector Math 1
  13. Vector Math 2
  14. Validation
  15. Circling back: another look at vectors
  16. Words as vectors
  17. Negative Sampling
  18. Embedding!
  19. The word vector process: Data preparation
  20. The word vector process: Training the model
  21. The word vector process: Iteration and refinement
  22. The word vector process: Querying and research
  23. Tools for word embedding models
  24. Discussion and questions
Introduction to Word Vectors