DSPy: Advanced AI RAG Framework with Auto Reasoning and Prompting

DSPy: Advanced AI RAG Framework with Auto Reasoning and Prompting

Mervin Praison via YouTube Direct link

- Configuration and Data Loading

6 of 18

6 of 18

- Configuration and Data Loading

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Classroom Contents

DSPy: Advanced AI RAG Framework with Auto Reasoning and Prompting

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  1. 1 - Introduction to DSPy
  2. 2 - Advantages of DSPy
  3. 3 - Key Components of DSPy
  4. 4 - Getting Started with DSPy
  5. 5 - Initial Setup
  6. 6 - Configuration and Data Loading
  7. 7 - Creating a Basic Chatbot Question Answering
  8. 8 - Adding Chain of Thought
  9. 9 - Creating a RAG Application
  10. 10 - Defining Signature for RAG
  11. 11 - Creating RAG Module
  12. 12 - Creating Optimizer
  13. 13 - Executing the RAG Pipeline
  14. 14 - Evaluating Different Approaches
  15. 15 - Evaluating Basic RAG
  16. 16 - Evaluating Uncompiled Baleen RAG
  17. 17 - Evaluating Compiled Baleen RAG with Optimizer
  18. 18 - Summary and Comparison of Results

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