Prompt Engineering Mastery with Ollama Training Course

Introduction to Prompt Engineering with Ollama

• Understanding Ollama’s capabilities and limitations for government applications
• Principles of prompt engineering for government use cases
• Exploring the dynamics of prompt-response interactions in public sector contexts

Priming and Instruction Design

• Defining role-based instructions tailored for government roles
• Optimizing initial prompts to achieve task-specific outputs in governmental tasks
• Case studies of effective priming strategies for government operations

Chain-of-Thought and Reasoning Prompts

• Encouraging step-by-step reasoning in government processes
• Designing structured logical flows for complex governmental tasks
• Balancing verbosity and precision in prompts for government use

Prompt Templates and Reusability

• Designing reusable prompt frameworks for consistent government outputs
• Dynamic insertion of context to enhance relevance for government tasks
• Scaling prompt engineering with templates to support broader governmental initiatives

Context Window Strategies

• Managing limited context windows in government applications
• Summarization and context reduction techniques for efficient governmental communication
• Sliding window and memory-based techniques to maintain context in ongoing government projects

Multi-Stage Prompting

• Chaining prompts for complex tasks in government operations
• Building pipelines with intermediate outputs to streamline governmental processes
• Iterative refinement and feedback loops to enhance governmental outcomes

Evaluation and Optimization

• Defining success metrics for prompts in government applications
• Systematic A/B testing of prompt strategies to optimize governmental efficiency
• Continuous improvement of prompting methods for better government service delivery

Summary and Next Steps