Course Outline

Introduction to Prompt Engineering for Government

  • An overview of prompt engineering and its significance in enhancing government operations
  • Common use cases and the impact on productivity within public sector workflows
  • A summary of typical model behaviors relevant to government applications

Core Principles of Effective Prompts for Government

  • Ensuring clarity, providing context, setting constraints, and using examples in prompts
  • Controlling output length, format, and style to align with governmental requirements
  • Identifying common pitfalls and strategies to avoid them in government communications

Prompt Patterns and Templates for Government

  • Instruction-based prompts and role-specific prompts tailored for government use
  • Chain-of-thought and step-by-step prompting techniques suitable for governmental tasks
  • Few-shot examples and the reuse of templates to streamline government processes

Hands-on Prompting Exercises for Government

  • Crafting prompts for summarization and rewriting documents for government purposes
  • Designing prompts for classification and data extraction in governmental datasets
  • Live iteration: refining prompts based on outputs to improve government efficiency

Evaluating and Improving Prompts for Government

  • Metrics and heuristics for assessing the quality of prompts in a governmental context
  • Using tests and edge cases to validate prompts for government applications
  • Versioning and documenting prompt changes to ensure accountability and traceability

Safety, Bias & Responsible Use for Government

  • Recognizing and mitigating biased or unsafe outputs in government communications
  • Implementing basic guardrails and content constraints for responsible use in the public sector
  • Determining when to involve human review for ensuring accuracy and compliance

Wrap-up, Resources & Next Steps for Government

  • Quick reference templates and cheat sheets designed for government use
  • Recommended reading and community resources for further learning in government contexts
  • Suggestions for continued practice and learning paths to enhance skills for government professionals

Requirements

  • Familiarity with web-based artificial intelligence chat interfaces
  • Basic understanding of natural language concepts
  • Proficiency in 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 exploring AI tools for government use
  • Individuals responsible for producing or evaluating AI-generated content in a public sector context
 2 Hours

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