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Duration 7 hours
Course Outline
Foundations of Prompt Engineering
- Defining prompt engineering and understanding its importance
- Exploring common use cases and their effect on productivity
- An overview of typical model behaviors
Key Principles for Effective Prompts
- Emphasizing clarity, context, constraints, and examples
- Managing output length, format, and tone
- Identifying common pitfalls and strategies to avoid them
Prompt Patterns and Reusable Templates
- Implementing instruction-based and role-based prompts
- Applying chain-of-thought and step-by-step prompting techniques
- Utilizing few-shot examples and reusing templates
Practical Prompting Exercises
- Developing prompts for summarization and rewriting tasks
- Creating prompts for classification and data extraction
- Live refinement: adjusting prompts based on observed outputs
Assessment and Optimization of Prompts
- Utilizing metrics and heuristics to gauge prompt quality
- Validating prompts through testing and edge case analysis
- Managing version control and documentation for prompt changes
Safety, Bias, and Responsible Usage
- Identifying and mitigating biased or unsafe outputs
- Establishing basic guardrails and content restrictions
- Determining when human oversight is required
Conclusion, Resources, and Future Directions
- Accessing quick-reference templates and cheat sheets
- Exploring recommended literature and community resources
- Suggestions for ongoing practice and advanced learning paths
Requirements
- Experience with web-based AI chat interfaces
- A foundational grasp of natural language concepts
- Readiness for iterative problem-solving approaches
Target Audience
- Novices aiming to learn effective communication strategies with AI models
- Product managers, content creators, and analysts exploring the capabilities of AI tools
- Individuals tasked with creating 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.
