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Course Outline
Introduction to Prompt Engineering with Ollama
- Understanding Ollama’s capabilities and limitations for government applications
- Principles of prompt engineering in a governmental context
- Exploring the dynamics between prompts and responses
Priming and Instruction Design for Government
- Defining role-based instructions for government tasks
- Optimizing initial prompts to achieve task-specific outputs in public sector operations
- Case studies of effective priming techniques in governmental settings
Chain-of-Thought and Reasoning Prompts for Government
- Encouraging step-by-step reasoning in government processes
- Designing structured logical flows to enhance decision-making for government
- Balancing verbosity and precision in governmental communications
Prompt Templates and Reusability for Government
- Designing reusable prompt frameworks to support consistent operations for government
- Dynamic insertion of context to tailor prompts for specific government scenarios
- Scaling prompt engineering efforts with templates to improve efficiency for government
Context Window Strategies for Government
- Managing limited context windows in government systems
- Techniques for summarization and context reduction to enhance clarity for government
- Utilizing sliding window and memory-based techniques to maintain relevance for government operations
Multi-Stage Prompting for Government
- Chaining prompts to address complex governmental tasks
- Building pipelines with intermediate outputs to streamline government processes
- Implementing iterative refinement and feedback loops to improve outcomes for government
Evaluation and Optimization for Government
- Defining success metrics for prompts in governmental applications
- Conducting systematic A/B testing of prompt strategies to enhance effectiveness for government
- Pursuing continuous improvement of prompting methods to support better governance and accountability
Summary and Next Steps for Government
Requirements
- Basic understanding of large language models for government applications
- Experience with Python programming
- Familiarity with prompt-based interactions
Audience
- Prompt engineers for government projects
- Developers working in the public sector
- Product managers experimenting with Ollama for government initiatives
14 Hours
