Building, Evaluating and Tracking a Local Advanced RAG System | Mistral 7b + LlamaIndex + W&B

Explore building an advanced RAG system on your computer. Full-cycle step-by-step guide with code.

Nikita Kiselov
Towards Data Science
9 min readJan 19, 2024

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Image by the Author | Mistral + LlamaIndex + W&B

Retrieval Augmented Generation (RAG) is a powerful NLP technique that combines large language models with selective access to knowledge. It…

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Applied Scientist 👨‍🔬 | MSc AI @ Université Paris-Saclay 🇫🇷 | Ukrainian 🇺🇦