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Duration 7 hours
Course Outline
Overview of Prompt Engineering
- Definition of prompt engineering and its importance
- Common use cases and productivity impacts
- Summary of typical model behaviors
Key Principles of Effective Prompts
- Elements of 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 prompts and role assignments
- Chain-of-thought and step-by-step prompting techniques
- Few-shot examples and template utilization
Practical Prompting Exercises
- Creating prompts for summarization and text rewriting
- Developing prompts for classification and data extraction
- Real-time iteration: adjusting prompts based on results
Assessing and Refining Prompts
- Metrics and heuristics for evaluating prompt quality
- Validating prompts through tests and edge cases
- Version control and documentation of prompt modifications
Safety, Bias & Ethical Usage
- Identifying and mitigating biased or unsafe outputs
- Implementing basic guardrails and content restrictions
- Determining when human oversight is required
Conclusion, Resources & Future Directions
- Accessible reference templates and cheat sheets
- Suggested reading materials and community resources
- Recommendations for ongoing practice and learning pathways
Requirements
- Experience with web-based AI chat interfaces
- Fundamental grasp of natural language concepts
- Adaptability to iterative problem-solving approaches
Target Audience
- Novices aiming to develop effective communication strategies with AI models
- Product managers, content creators, and analysts exploring AI tools
- Professionals responsible for generating or assessing AI-created 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.
