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quantization

Explore machine learning concepts related to quantization. Clear explanations and practical insights.

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Concepts Related to quantization

August 16, 2024

Binary Embeddings

Ultra-compact 1-bit representations for massive-scale retrieval

binary-embeddings quantization hashing compression retrieval

7 min readConcept

January 23, 2025

Vector Quantization Techniques

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

embeddings quantization compression pq scalar-quantization optimization

8 min readConcept

January 21, 2025

Quantization Effects Simulator

Explore memory-accuracy trade-offs in embedding quantization from float32 to binary representations.

quantization embeddings compression int8 binary optimization

6 min readConcept