Advanced RAG Optimization To Make it Production-ready

Nov 14, 2024 09:00 AM Pacific

Nov 14, 2024 12:00 PM Eastern

Zilliz Webinar | Zoom

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Advanced RAG Optimization To Make it Production-ready

About this webinar

We explore effective strategies for optimizing your RAG setup to make it production-ready. We will cover practical techniques such as data pre-processing, query expansion & reformulation, adaptive chunk sizing, cross-encoder reranking, Colbertv2 rerankers, ensemble retrieval etc. to enhance the accuracy of information retrieval in RAG systems. We will also dive into evaluating RAG performance using relevant tools and metrics, providing you with a comprehensive understanding of how to optimize and assess your RAG pipeline.

Topics covered

How to enhance the accuracy of information retrieval in RAG systems
Advanced techniques to optimize your RAG system for production, including query transformation, Colbert rerankers etc.
Evaluating RAG performance using relevant tools and metrics

Meet the Speaker

Join the session for live Q&A with the speaker

Aravind Parameswaran
Co-Founder at Krux AI
Aravind Parameswaran is a data & product enthusiast, with 15+ years of experience in data, analytics & product. He’s currently co-founder at Krux AI, makers of the open-source tool RAGBuilder (ragbuilder.io). He has worn multiple hats in his career - analyst, technology architect, data engineer, product manager, and was previously leading cross-functional teams at Cult Fit, and at Meta/ Facebook.