Overview
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Explore the intricacies of orchestrating a RAG (Retrieval-Augmented Generation) pipeline in this 58-minute talk by Roy from Pinecone. Delve into the challenges of scaling AI applications to handle billions of documents, discover how Canopy addresses these issues, and understand the crucial role of Vector Databases in the modern AI stack. Gain deep insights into retrieval strategies, the balance between precision and recall, and optimization techniques for large-scale applications. Learn about Canopy's innovative solutions for scaling AI applications and how Pinecone's vector database enhances the efficiency of retrieval and data management in AI systems. This talk, presented by LLMOps Space, a global community for LLM practitioners, offers valuable knowledge for those interested in deploying LLMs into production environments.
Syllabus
Orchestrating RAG: Retrieval, Canopy, & Pinecone | LLMOps
Taught by
LLMOps Space