Learn how binary embeddings use 1-bit quantization for ultra-compact vector representations, enabling billion-scale similarity search with 32x memory reduction.

Binary Embeddings

Master vector compression techniques from scalar to product quantization. Learn how to reduce memory usage by 10-100× while preserving search quality.

Vector Quantization Techniques

Embedding quantization simulator: explore memory-accuracy trade-offs from float32 to int8 and binary representations for retrieval.

quantization

Concepts Related to quantization

Binary Embeddings

Vector Quantization Techniques

Quantization Effects Simulator