Learn about essential techniques for improving Retrieval Augmented Generation (RAG) applications in this conference talk from PyBay 2023. Explore how ranking and retrieval mechanisms work together to enhance LLM performance when working with custom datasets. Dive into practical implementations using Haystack, an open-source LLM framework, focusing on specific approaches like Lost in the Middle and Diversity Rankers. Gain insights into hybrid retrieval methods and understand why these components are crucial for building effective LLM applications. Master the fundamentals of RAG pipeline optimization through real-world examples and best practices presented by expert speaker Tuana Celik at the San Francisco Bay Area's premier Python conference.
Overview
Syllabus
Sun Oct 8 2023 at Bungalo West
Taught by
SF Python