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Sparse and dense vector search
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Classroom Contents
SPLADE - The First Search Model to Beat BM25
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- 1 Sparse and dense vector search
- 2 Comparing sparse vs. dense vectors
- 3 Using sparse and dense together
- 4 What is SPLADE?
- 5 Vocabulary mismatch problem
- 6 How SPLADE works transformers 101
- 7 Masked language modeling MLM
- 8 How SPLADE builds embeddings with MLM
- 9 Where SPLADE doesn't work so well
- 10 Implementing SPLADE in Python
- 11 SPLADE with PyTorch and Hugging Face
- 12 Using the Naver SPLADE library
- 13 What's next for vector search?
