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Course Outline
Introduction to Prompt Engineering
- An overview of prompt engineering and its significance for government operations
- Common use cases and the impact on productivity in public sector environments
- A general review of typical model behaviors relevant to governmental applications
Core Principles of Effective Prompts
- The importance of clarity, context, constraints, and examples for government tasks
- Strategies for controlling output length, format, and style in governmental communications
- Common challenges and methods to avoid them in the development of prompts for government use
Prompt Patterns and Templates
- Utilizing instruction-based prompts and role prompts in government scenarios
- Implementing chain-of-thought and step-by-step prompting techniques for government processes
- Leveraging few-shot examples and template reuse to enhance efficiency for government tasks
Hands-on Prompting Exercises
- Crafting prompts for summarization and rewriting in governmental documents
- Designing prompts for classification and data extraction for government datasets
- Live iteration: refining prompts based on outputs to improve government operations
Evaluating and Improving Prompts
- Metrics and heuristics for assessing the quality of prompts in governmental contexts
- Using tests and edge cases to validate the effectiveness of prompts for government tasks
- Versioning and documenting prompt changes to maintain accountability and transparency in government processes
Safety, Bias & Responsible Use
- Identifying and mitigating biased or unsafe outputs in governmental applications
- Implementing basic guardrails and content constraints for responsible use in government settings
- Determining when to involve human review for ensuring accuracy and fairness in government communications
Wrap-up, Resources & Next Steps
- Quick reference templates and cheat sheets for efficient prompt creation in government tasks
- Recommended reading materials and community resources for further learning about prompt engineering for government use
- Suggestions for continued practice and professional development paths to enhance skills in governmental prompting techniques
Requirements
- Familiarity with web-based artificial intelligence chat interfaces
- Basic understanding of natural language processing concepts
- Comfort with iterative problem-solving methodologies
Audience
- Beginners interested in enhancing their skills for effective communication with AI models
- Product managers, content creators, and analysts exploring the integration of AI tools for government use
- Individuals responsible for producing or evaluating AI-generated content within public sector environments
7 Hours
Testimonials (2)
The interactive style, the exercises
Tamas Tutuntzisz
Course - Introduction to Prompt Engineering
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.
