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
  8. Querying
  9. Clustering
  10. Clusters: an example
  11. Vector Math 1
  12. Vector Math 2
  13. Validation
  14. Circling back: another look at vectors
  15. Words and dimensions
  16. Way more dimensions...
  17. Negative sampling
  18. Embedding (semi-technical)
  19. Embedding (metaphorical)
  20. The word vector process: Data preparation
  21. The word vector process: Training the model
  22. The word vector process: Iteration and refinement
  23. The word vector process: Querying and research
  24. Tools for word embedding models
  25. Discussion and questions
Introduction to Word Vectors