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CodeSignal

DSPy Programming

via CodeSignal

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Overview

The course introduces DSPy—its installation, programming, evaluation, and optimization for building AI systems. It covers using LMs, designing signatures, and composing modules for advanced tasks.

Syllabus

  • Unit 1: Introduction to DSPy
    • Installing DSPy for Language Models
    • DSPy Framework Introduction Quiz
  • Unit 2: Using Language Models in DSPy
    • Basic LM Operations and History
    • Switching Models with Context Managers
    • Structured Messages and History Exploration
    • Customizing LM Parameters for Creative Output
  • Unit 3: Creating Your Own Signature in DSPy
    • Your First Sentiment Classifier Signature
    • Creating Your First Summarization Signature
    • Building a Multi-Input Question Answering Signature
    • Creating Emotion Classifiers with Class Signatures
    • Building a Fact Checking Signature
  • Unit 4: Modules: The DSPy Building Blocks
    • Building Your Second Sentiment Classifier
    • Step by Step Math Reasoning
    • Code Powered Candy Distribution
    • Tools and Reasoning with ReAct
    • Comparing Paths for Better Answers

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