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The Impact of Large Language Models on Search and Importance of Vector DB
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Classroom Contents
Make Your RAGs Work at Scale - Insights on Retrieval Augmented Generation
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- 1 Trailer
- 2 Introduction and Background
- 3 The Evolution of AI and the Challenges of Defining AI Today
- 4 The Potential for Improvement in Planning Capabilities of Language Models
- 5 The Impact of Large Language Models on Search and Importance of Vector DB
- 6 Differences Between Typical RAG Solutions and Production-Ready Implementations
- 7 Challenges of Search Evaluation and the Need for Better Evaluations Methods
- 8 Designing a Retrieval and Ranking System
- 9 Optimizing a Search System
- 10 Understanding Retrieval and Ranking
- 11 Tech Stack for Building a Search System
- 12 Providing Value as a Consultant
- 13 Staying Updated in the Field
- 14 Advice for Fresh Graduates
