IEEE

Vector Quantization With Error Uniformly Distributed Over an Arbitrary Set

Abstract: For uniform scalar quantization, the error distribution is approximately a uniform distribution over an interval (which is also a 1-dimensional ball ...
IEEE

R3VQ: Redundancy-Reduced Residual Vector Quantization for Low-Bitrate Neural Speech Coding

Abstract: Neural speech and audio codecs have demonstrated decent quality of the decoded audio at low bitrates. They consist of three parts, an encoder, a decoder, and a quantizer. Residual vector ...
GitHub

Vector Search using Embeddings, FAISS and Product Quantization

This project implements an efficient similarity search system for lecture content using embeddings, FAISS and Product Quantization with custom index & KMeans implementations. It allows you to find ...
GitHub

Deploying a Gen AI Application with Vector Store in Firestore

After amazing blog post from Suds Kumar "Building a RAG application with vector search in Firestore" we’ll take the next step: deploying this Gen AI-powered application using Cloud Run. This ...