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 Duration 14 hours

Course Outline

Introduction to Prompt Engineering with Ollama

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

Priming and Instruction Design

  • Formulating role-based instructions
  • Refining initial prompts for specific task outcomes
  • Reviewing case studies on successful priming

Chain-of-Thought and Reasoning Prompts

  • Facilitating step-by-step reasoning processes
  • Creating structured logical flows
  • Balancing detail with precision

Prompt Templates and Reusability

  • Developing reusable prompt frameworks
  • Dynamic context integration
  • Scaling prompt engineering via templates

Context Window Strategies

  • Handling restricted context windows
  • Techniques for summarization and context reduction
  • Employing sliding window and memory-based methods

Multi-Stage Prompting

  • Linking prompts for complex tasks
  • Constructing pipelines with intermediate outputs
  • Iterative refinement and feedback mechanisms

Evaluation and Optimization

  • Establishing success metrics for prompts
  • Conducting systematic A/B tests on prompt strategies
  • Ongoing enhancement of prompting methods

Recap and Future Directions

Requirements

  • Foundational knowledge of large language models
  • Proficiency in Python programming
  • Familiarity with prompt-based interactions

Target Audience

  • Prompt engineers
  • Developers
  • Product managers exploring Ollama

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