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