Embeddings and Retrieval for LLMs: Techniques and Challenges // Anton Troynikov // LLMs in Prod Con

This portion is sponsored by Chroma.
Website: https://docs.trychroma.com/
Chroma is the open-source embedding database. Chroma makes it easy to build LLM apps by making knowledge, facts, and skills pluggable for LLMs.

//Abstract
Retrieval augmented generation with embeddings and LLMs has become an important workflow for AI applications.

While embedding-based retrieval is very powerful for applications like 'chat with my documents', users and developers should be aware of key limitations, and techniques to mitigate them.

//Bio
Anton Troynikov is the cofounder …

abstract apps become challenges chroma database easy embedding embeddings facts knowledge llm llms making prod retrieval retrieval augmented generation skills sponsored workflow