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 Duration 14 hours

Course Outline

Introduction to Prompt Engineering with Ollama

  • Grasping Ollama’s strengths and constraints
  • Core principles of prompt engineering
  • Analyzing prompt-response interactions

Priming and Instruction Crafting

  • Establishing role-based directives
  • Refining initial prompts for specific tasks
  • Analyzing successful priming examples

Chain-of-Thought and Reasoning Prompts

  • Facilitating step-by-step logical deduction
  • Creating structured logical sequences
  • Striking a balance between detail and accuracy

Prompt Templates and Reusability

  • Developing reusable prompt structures
  • Dynamic context integration
  • Expanding prompt engineering via templates

Context Window Management

  • Handling restricted context windows
  • Summarization and context minimization
  • Sliding window and memory-based methods

Multi-Stage Prompting

  • Linking prompts for complex operations
  • Creating pipelines with intermediate results
  • Iterative enhancement and feedback cycles

Assessment and Refinement

  • Setting success indicators for prompts
  • Methodical A/B testing of prompt approaches
  • Ongoing improvement of prompting techniques

Recap and Future Steps

Requirements

  • Fundamental grasp of large language models
  • Proficiency in Python programming
  • Experience with prompt-based interactions

Target Audience

  • Prompt engineers
  • Software developers
  • Product managers exploring Ollama

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