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Duration 7 hours
Course Outline
Introduction to Prompt Engineering
- Defining prompt engineering and its importance
- Common use cases and their effect on productivity
- A general view of typical model behaviors
Fundamental Principles of Effective Prompts
- Emphasis on clarity, context, constraints, and examples
- Managing output length, format, and tone
- Identifying common mistakes and strategies to prevent them
Prompt Patterns and Templates
- Instruction-driven prompts and role-based prompting
- Chain-of-thought reasoning and step-by-step prompting techniques
- Few-shot learning examples and the reuse of templates
Practical Prompting Exercises
- Developing prompts for text summarization and rewriting
- Building prompts for data classification and extraction tasks
- Live refinement: adjusting prompts based on generated outputs
Evaluating and Enhancing Prompts
- Key metrics and heuristics for assessing prompt quality
- Utilizing tests and edge cases to validate prompt effectiveness
- Version control and documentation of prompt modifications
Safety, Bias, and Responsible Use
- Detecting and mitigating biased or unsafe outputs
- Implementing basic guardrails and content limitations
- Determining when human oversight is necessary
Conclusion, Resources, and Future Directions
- Quick-reference templates and cheat sheets
- Recommended reading materials and community resources
- Recommendations for ongoing practice and further learning paths
Requirements
- Proficiency with web-based AI chat interfaces
- A fundamental grasp of natural language concepts
- An aptitude for iterative problem-solving
Target Audience
- Novices aiming to master effective communication with AI models
- Product managers, content creators, and analysts investigating AI tools
- Individuals tasked with generating or evaluating AI-driven 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.
