Btrfs: Modern Copy-on-Write Filesystem
Learn Btrfs with built-in snapshots, RAID, and compression. Explore copy-on-write, subvolumes, and self-healing on Linux.
11 min readConcept
Tagged with
compression
Explore machine learning concepts related to compression. Clear explanations and practical insights.
5
Concepts Found
Concepts Related to compression
Binary Embeddings
Learn how binary embeddings use 1-bit quantization for ultra-compact vector representations, enabling billion-scale similarity search with 32x memory reduction.
7 min readConcept
IVF-PQ: Inverted File with Product Quantization
Learn how IVF-PQ combines clustering and compression to enable billion-scale vector search with minimal memory footprint.
8 min readConcept
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.
8 min readConcept
Quantization Effects Simulator
Embedding quantization simulator: explore memory-accuracy trade-offs from float32 to int8 and binary representations for retrieval.
6 min readConcept