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Duration 7 hours
Course Outline
Introduction to Prompt Engineering
- Defining prompt engineering and its importance
- Common use cases and their impact on productivity
- An overview of typical model behaviors
Key Principles of Effective Prompts
- Clarity, context, constraints, and examples
- Managing output length, format, and style
- Identifying common pitfalls and strategies to avoid them
Prompt Patterns and Templates
- Instruction-based and role-based prompts
- Chain-of-thought and step-by-step prompting techniques
- Few-shot examples and reusing templates
Practical Prompting Exercises
- Creating prompts for summarization and rewriting
- Developing prompts for classification and data extraction
- Live iteration: refining prompts based on model outputs
Assessing and Enhancing Prompts
- Metrics and heuristics for evaluating prompt quality
- Validating prompts using tests and edge cases
- Versioning and documenting prompt modifications
Safety, Bias, and Responsible Usage
- Identifying and mitigating biased or unsafe outputs
- Implementing basic guardrails and content constraints
- Determining when human review is necessary
Conclusion, Resources, and Next Steps
- Quick-reference templates and cheat sheets
- Recommended reading materials and community resources
- Guidance for continued practice and learning pathways
Requirements
- Familiarity with web-based AI chat interfaces
- A basic grasp of natural language concepts
- Experience with iterative problem-solving approaches
Target Audience
- Novices seeking to communicate effectively with AI models
- Product managers, content creators, and analysts exploring AI tools
- Individuals responsible for generating or assessing AI-generated content
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.
