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Course Outline
Introduction to Prompt Engineering for Government
- An overview of prompt engineering, its significance, and why it matters for government operations
- Typical use cases and the impact on productivity in public sector environments
- An overview of common model behaviors relevant to government applications
Core Principles of Effective Prompts for Government
- Ensuring clarity, providing context, setting constraints, and using examples effectively
- Controlling output length, format, and style to meet specific governmental requirements
- Common pitfalls in prompt engineering and strategies to avoid them
Prompt Patterns and Templates for Government
- Instruction-based prompts and role-specific prompts tailored for government use cases
- Chain-of-thought and step-by-step prompting techniques for complex tasks
- Few-shot examples and the reuse of templates to enhance efficiency in government workflows
Hands-on Prompting Exercises for Government
- Crafting prompts for summarization and rewriting documents relevant to public sector operations
- Designing prompts for classification and data extraction tasks specific to government datasets
- Live iteration: refining prompts based on outputs to improve accuracy and relevance in government contexts
Evaluating and Improving Prompts for Government
- Metrics and heuristics for assessing the quality of prompts used in governmental applications
- Using tests and edge cases to validate the effectiveness and reliability of prompts in public sector scenarios
- Versioning and documenting prompt changes to ensure accountability and traceability in government operations
Safety, Bias & Responsible Use for Government
- Recognizing and mitigating biased or unsafe outputs in government communications and data processing
- Implementing basic guardrails and content constraints to ensure responsible use of prompts in governmental settings
- Determining when human review is necessary to maintain the integrity and accuracy of government information
Wrap-up, Resources & Next Steps for Government
- Quick reference templates and cheat sheets tailored for government use
- Recommended reading materials and community resources to support continued learning in prompt engineering for government
- Suggestions for ongoing practice and structured learning paths to enhance skills in prompt engineering within the public sector
Requirements
- Familiarity with web-based AI chat interfaces for government use
- Basic understanding of natural language concepts
- Comfort with iterative problem-solving techniques
Audience
- Beginners seeking to enhance their ability to communicate effectively with AI models for government applications
- Product managers, content creators, and analysts in the public sector interested in exploring AI tools
- Government personnel responsible for producing or evaluating AI-generated content
2 Hours
Testimonials (1)
Since we had a Roche internal AI Training (6 lections), the presented majority content was a good sum-up, however, personally I did learn something new in this training session, which was to counter back the prompt, so the AI program has to ask you about possible questions regarding to this specific topic.
