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VectorWise

VectorWise is a REST API that finds the most similar vectors in a dataset of one million entries in under 10 milliseconds. Built with Faiss HNSW + FastAPI, it demonstrates end-to-end ML infrastructure engineering including data pipeline, algorithm selection, API design, containerization, and testing.

Tech Stack

PythonFaissFastAPIDockerNumPyHNSW

Key Features

01Sub-10ms query latency on 1M vectors
0295-98% Recall@10 accuracy
03HNSW graph-based approximate nearest neighbor search
04Full REST API with Swagger documentation
0525 unit tests, benchmark suite included