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Duration 7 hours
Course Outline
Introduction to Prompt Engineering
- Defining prompt engineering and its significance
- Exploring typical use cases and their impact on productivity
- Understanding common model behaviors
Core Principles of Effective Prompts
- Emphasizing clarity, context, constraints, and examples
- Managing output length, format, and style
- Identifying common pitfalls and strategies to avoid them
Prompt Patterns and Templates
- Developing instruction-based and role-specific prompts
- Implementing chain-of-thought and step-by-step prompting techniques
- Utilizing few-shot examples and reusing templates
Hands-on Prompting Exercises
- Creating prompts for summarization and rewriting tasks
- Designing prompts for classification and data extraction
- Live iteration: refining prompts based on observed outputs
Evaluating and Improving Prompts
- Applying metrics and heuristics to assess prompt quality
- Validating prompts using tests and edge cases
- Versioning and documenting prompt modifications
Safety, Bias & Responsible Use
- Identifying and mitigating biased or unsafe outputs
- Establishing basic guardrails and content constraints
- Determining when human review is necessary
Wrap-up, Resources & Next Steps
- Providing quick reference templates and cheat sheets
- Recommending reading materials and community resources
- Suggesting paths for continued practice and learning
Requirements
- Experience with web-based AI chat interfaces
- A fundamental grasp of natural language concepts
- An appreciation for iterative problem-solving
Intended Audience
- Beginners seeking to learn how to interact effectively with AI models
- Product managers, content creators, and analysts exploring AI tools
- Professionals responsible for 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.
