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Omar Shehata's writing · Sep 25, 2024

Open source semantic embedding, search & clustering in NodeJS

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This tutorial walks you through how to do semantic embedding completely offline with open source models in NodeJS. No knowledge of AI/ML is required. Source code: https://github.com/OmarShehata/minimal-embedding-template An "embedding" is a high dimensional vector (x,y,z,...) that represents a concept. Think of it as the internal representation of words in an LLM. You can compute distances between…

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