TtEp5wzE10AhG0IKXpxlGw==;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
- Why this page exists
- The distributional hypothesis
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One-hot and bag-of-words --- what came before
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Word2Vec --- the breakthrough
- GloVe
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Subword tokenization
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Contextual embeddings
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Sentence and document embeddings
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Cross-modal embeddings
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Embedding space quality and failure modes
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Netflix context
- Interview-ready summary
- Probes to expect
- Connections
- Further reading