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Course Outline
Introduction to Prompt Engineering
- Defining prompt engineering and its significance
- Common use cases and its impact on productivity
- Overview of typical model behaviors
Core Principles of Effective Prompts
- Importance of clarity, context, constraints, and examples
- Techniques for controlling 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
Hands-on Prompting Exercises
- Crafting prompts for summarization and rewriting tasks
- Designing prompts for classification and data extraction
- Live iteration: refining prompts based on immediate 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
- Recognizing and mitigating biased or unsafe outputs
- Basic guardrails and content constraints
- Guidelines on when to involve human review
Wrap-up, Resources & Next Steps
- Quick reference templates and cheat sheets
- Recommended reading and community resources
- Suggestions for continued practice and learning paths
Requirements
- Experience with web-based AI chat platforms
- Foundational knowledge of natural language concepts
- Proficiency in iterative problem-solving methods
Target Audience
- Beginners aiming to improve their communication with AI models
- Product managers, content creators, and analysts interested in exploring AI tools
- Professionals tasked with producing or assessing AI-generated 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.