Quantized Embeddings (int8, binary)

Cut storage and latency 4-32x with quantized embeddings. Master int8 and binary quantization, Hamming distance, and the precision/recall tradeoffs at scale.

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6

Lessons

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Code Examples

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Lessons in This Topic

Work through these 6 lessons in order, or jump to whichever topic you need most.

Embedding Quantization Intro

Intermediate

int8 Embeddings

Intermediate

Binary Embeddings

Advanced

Hamming Distance Search

Advanced

Recall Loss from Quantization

Intermediate

Rescoring with Full Vectors

Advanced