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Course Outline
Introduction to Prompt Engineering
- Definition of prompt engineering and its significance
- Common use cases and productivity impacts
- Overview of typical model behaviors
Core Principles of Effective Prompts
- Clarity, context, constraints, and examples
- Managing output length, format, and style
- Common pitfalls and strategies to avoid them
Prompt Patterns and Templates
- Instruction-based prompts and role-playing prompts
- Chain-of-thought and step-by-step prompting techniques
- Few-shot examples and template reuse strategies
Hands-on Prompting Exercises
- Crafting prompts for summarization and rewriting tasks
- Designing prompts for classification and data extraction
- Live iteration: refining prompts based on model outputs
Evaluating and Improving Prompts
- Metrics and heuristics for assessing prompt quality
- Using tests and edge cases to validate prompts
- Versioning and documenting changes to prompts
Safety, Bias & Responsible Use
- Identifying and mitigating biased or unsafe outputs
- Basic guardrails and content constraints
- When to incorporate human review
Wrap-up, Resources & Next Steps
- Quick reference templates and cheat sheets
- Recommended reading materials and community resources
- Suggestions for continued practice and learning paths
Requirements
- Familiarity with web-based AI chat platforms
- Basic understanding of natural language processing concepts
- Comfort with iterative problem-solving approaches
Audience
- Beginners aiming to learn effective communication strategies with AI models
- Product managers, content creators, and analysts exploring AI capabilities
- Professionals responsible for generating or evaluating AI-produced content
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.
