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Master Production-Ready Machine Learning, Step by Step
Overview
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Learn to build production-ready Retrieval Augmented Generation (RAG) applications in this 19-minute conference talk from the AI Engineer Summit 2023. Discover how Large Language Models are revolutionizing content search, interaction, and generation, while exploring the emerging stacks and toolkits that enable developers to create chatbots and applications using LLMs on private data. Understand the challenges of moving beyond naive RAG implementations to production-level systems, and master core techniques for evaluating and improving retrieval systems to achieve better-performing RAG applications. Gain insights from Jerry Liu, co-founder and CEO of LlamaIndex, who brings extensive experience from ML engineering roles at Quora and AI research with Uber's ATG, along with his academic background from Princeton and published research in deep structured reactive planning and LiDAR compression models.
Syllabus
Building Production-Ready RAG Applications: Jerry Liu
Taught by
AI Engineer