Automated Prompt Engineering with DSPy - A Comprehensive Tutorial

Automated Prompt Engineering with DSPy - A Comprehensive Tutorial

Trelis Research via YouTube Direct link

Video resources

16 of 16

16 of 16

Video resources

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Automated Prompt Engineering with DSPy - A Comprehensive Tutorial

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  1. 1 Introduction to structured/automated prompt generation
  2. 2 Video Overview
  3. 3 Why is DSPy useful?
  4. 4 Q&A and Retrieval Databases hotpotqa and wikipedia
  5. 5 Notebooks - DSPy and Trelis
  6. 6 Installation and Setup
  7. 7 Step 1: Simple Prompting and Benchmarking
  8. 8 Step 2: Adding Chain of Thought
  9. 9 Step 3: Add vector search retrieval
  10. 10 Step 4: Add random few shot examples
  11. 11 Step 5: Optimally choosing few shot examples
  12. 12 Step 6: Add multi-hop search/queries Baleen / Perplexity-style
  13. 13 Step 7: Multi-hop search WITH optimally chosen few shot examples
  14. 14 Overall Results Comparison!
  15. 15 DSPy assertions - for further answer quality control
  16. 16 Video resources

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