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Duration 14 hours
Course Outline
Introduction to Prompt Engineering with Ollama
- Gaining insight into Ollama’s capabilities and constraints
- Core principles of prompt engineering
- Investigating the dynamics between prompts and responses
Priming and Instructional Design
- Establishing role-based directives
- Refining initial prompts for task-specific results
- Reviewing case studies of successful priming
Chain-of-Thought and Reasoning Prompts
- Facilitating step-by-step logical reasoning
- Structuring coherent logical flows
- Achieving a balance between detail and precision
Prompt Templates and Reusability
- Developing reusable prompt frameworks
- Dynamic injection of context
- Scaling prompt engineering efforts through templates
Context Window Strategies
- Handling restricted context windows
- Applying summarization and context reduction techniques
- Utilizing sliding window and memory-based methods
Multi-Stage Prompting
- Linking prompts for complex operations
- Constructing pipelines that utilize intermediate outputs
- Iterative refinement and feedback integration
Evaluation and Optimization
- Defining key performance indicators for prompts
- Conducting systematic A/B testing of prompt strategies
- Pursuing continuous improvement in prompting techniques
Wrap-up and Future Steps
Requirements
- Foundational knowledge of large language models
- Proficiency in Python programming
- Familiarity with prompt-based interactions
Target Audience
- Prompt engineers
- Software developers
- Product managers exploring Ollama capabilities