- 01. Word Embeddings
- 02. Embedding Weight Matrix/Lookup Table
- 03. Word2Vec Notebook
- 04. Pre-Notebook: Word2Vec, SkipGram
- 05. Notebook: Word2Vec, SkipGram
- 06. Data & Subsampling
- 07. Subsampling Solution
- 08. Context Word Targets
- 09. Batching Data, Solution
- 10. Word2Vec Model
- 11. Model & Validations
- 12. Negative Sampling
- 13. Pre-Notebook: Negative Sampling
- 14. Notebook: Negative Sampling
- 15. SkipGramNeg, Model Definition
- 16. Complete Model & Custom Loss