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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
- Examining the dynamics between prompts and responses
Priming and Instruction Design
- Establishing role-based directives
- Refining initial prompts for task-specific results
- Analyzing case studies of successful priming
Chain-of-Thought and Reasoning Prompts
- Facilitating step-by-step logical reasoning
- Creating structured logical sequences
- Striking a balance between detail and accuracy
Prompt Templates and Reusability
- Developing reusable prompt frameworks
- Dynamic context integration
- Scaling prompt engineering via templates
Context Window Strategies
- Handling limited context windows
- Techniques for summarization and context reduction
- Applying sliding window and memory-based approaches
Multi-Stage Prompting
- Linking prompts for intricate tasks
- Constructing pipelines utilizing intermediate outputs
- Implementing iterative refinement and feedback loops
Evaluation and Optimization
- Setting success metrics for prompts
- Conducting systematic A/B testing of strategies
- Continuous enhancement of prompting methods
Summary and Next Steps
Requirements
- A foundational knowledge of large language models
- Proficiency in Python programming
- Familiarity with prompt-based interaction methods
Target Audience
- Prompt engineers
- Software developers
- Product managers exploring Ollama