Building a Pure Python HNSW Vector Index with Disk Persistence
Learn to implement a hierarchical navigable small world graph from scratch in Python, with persistence and incremental updates, to impress hiring managers.
Vector-Search
Hierarchical Navigable Small World Vector Index: A Hands‑On Portfolio Project
A step‑by‑step guide to building a hierarchical navigable small‑world vector index from scratch, with runnable code, benchmarking, and production‑ready extensions.
Building a Hierarchical Navigable Small World (HNSW) Vector Index in Pure Python
Learn to build a from‑scratch HNSW index for semantic similarity search, showcasing systems skills for hiring managers.
Building a Pure-Python IVF-PQ Vector Index with On-Disk Storage for RAG Pipelines
This guide walks through implementing an IVF‑PQ index in pure Python, storing data on disk and integrating it into a RAG pipeline for sub‑second similarity search.
Building a HNSW Vector Index from Scratch in Python
Learn to build a HNSW‑based vector index from scratch, demonstrating systems skills that catch hiring managers’ eyes.