Make Your RAGs Work at Scale - Insights on Retrieval Augmented Generation

Make Your RAGs Work at Scale - Insights on Retrieval Augmented Generation

1littlecoder via YouTube Direct link

Designing a Retrieval and Ranking System

8 of 14

8 of 14

Designing a Retrieval and Ranking System

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Make Your RAGs Work at Scale - Insights on Retrieval Augmented Generation

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

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