Embeddings & Word2Vec
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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
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11. Model & Validations
9 Model Validation Loss V2
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