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.
Clear explanations of core machine learning concepts, from foundational ideas to advanced techniques. Understand attention mechanisms, transformers, skip connections, and more.
Learn how IVF-PQ combines clustering and compression to enable billion-scale vector search with minimal memory footprint.
Explore how LSH uses probabilistic hash functions to find similar vectors in sub-linear time, perfect for streaming and high-dimensional data.
Master vector compression techniques from scalar to product quantization. Learn how to reduce memory usage by 10-100× while preserving search quality.
Learn HTTP long polling - a server-side technique that holds connections open until data arrives. Achieve near real-time updates with standard protocols.
Learn short polling in networking - a simple HTTP pattern for periodic data fetching. See why 70-90% of requests waste bandwidth and when to use alternatives.
Master WebSocket protocol for real-time bidirectional communication over TCP. Learn handshakes, frames, and building low-latency web applications.