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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