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Duration 7 hours
Course Outline
Introduction to Prompt Engineering
- Defining prompt engineering and explaining its importance
- Common use cases and their effect on productivity
- Overview of typical model behaviors
Fundamental Principles of Effective Prompts
- Clarity, context, constraints, and illustrative examples
- Managing output length, format, and tone
- Common pitfalls and strategies to avoid them
Prompt Patterns and Templates
- Instruction-based prompts and role-based prompts
- Chain-of-thought reasoning and step-by-step prompting
- Few-shot examples and template reusability
Practical Prompting Exercises
- Developing prompts for summarization and rewriting tasks
- Designing prompts for classification and data extraction
- Live iteration: refining prompts based on results
Assessing and Enhancing Prompts
- Metrics and heuristics for evaluating prompt quality
- Utilizing tests and edge cases for prompt validation
- Version control and documentation of prompt modifications
Safety, Bias, and Responsible Usage
- Identifying and mitigating biased or unsafe outputs
- Basic guardrails and content restrictions
- Determining when human review is necessary
Conclusion, Resources, and Future Steps
- Concise reference templates and cheat sheets
- Recommended readings and community resources
- Suggestions for ongoing practice and learning trajectories
Requirements
- Familiarity with web-based AI chat interfaces
- Fundamental comprehension of natural language principles
- Comfort with iterative problem-solving approaches
Target Audience
- Novices aiming to learn effective communication techniques with AI models
- Product managers, content creators, and analysts exploring AI tooling
- Individuals tasked with generating or assessing AI-produced 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.
