AnDOUC TechCast 2025-01-23 - Leveraging Vector Search for RAG in Generative AI скачать в хорошем качестве

AnDOUC TechCast 2025-01-23 - Leveraging Vector Search for RAG in Generative AI

Presented by Kai Yu, ACE Director, Distinguished Engineer @ Dell Technologies, Inc Oracle 23ai and its new VECTOR datatype enables a Generative AI / RAG application to perform speedy searches of embeddings to return results. But getting from corpus to application is not a trivial task, especially when the spectre of possible hallucination or other unexpected invalid results are possible pitfalls. Kai Yu, an experienced independent consultant deeply versed on all things Oracle, will explain his discoveries of what it takes to build a chatbot AI application using LLMs, VECTOR_DISTANCE, and vector indexes. ---------- Chapters 00:00 Introduction 02:20 Meet Kai Yu 04:25 Vectors & Vector Searching 17:10 Vector Embeddings 28:30 AI Vector Search for RAG 32:35 Build RAG App with Vector Search & LangChain 45:00 Q+A 59:00 Wrap-Up ----------