Overview
Delve into the intricacies of Retrieval-Augmented Generation (RAG) and its transformative impact on data handling, interpretation, and leveraging across various applications in this 54-minute talk. Explore the critical components of RAG, including chunking strategies, embedding models, and vector databases, and their role in optimizing data workflows. Gain practical insights through real-world examples demonstrating how different chunking approaches affect app efficiency and how embedding storage solutions can be tailored to specific needs. Equip yourself with the knowledge to revolutionize your approach to data structure and app design, whether you're a developer, data scientist, or tech enthusiast. The talk covers an introduction to RAG, chunking considerations, embedding models and strategies, and vector databases, providing a comprehensive overview of advanced RAG performance techniques.
Syllabus
Advanced RAG Performance: Smart Data Handling Strategies
Taught by
Data Science Dojo