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