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Duration 7 hours
Course Outline
Introduction to Prompt Engineering
- Defining prompt engineering and its importance.
- Common use cases and their impact on productivity.
- Understanding typical model behaviors.
Core Principles of Effective Prompts
- Key elements: clarity, context, constraints, and examples.
- Managing output length, format, and tone.
- Identifying common pitfalls and strategies to avoid them.
Prompt Patterns and Templates
- Utilizing instruction-based and role-based prompts.
- Implementing chain-of-thought and step-by-step prompting techniques.
- Leveraging few-shot examples and template reuse.
Hands-on Prompting Exercises
- Creating prompts for summarization and rewriting tasks.
- Developing prompts for classification and data extraction.
- Live iteration: adjusting prompts based on real-time outputs.
Evaluating and Improving Prompts
- Using metrics and heuristics to assess prompt quality.
- Validating prompts through testing and edge cases.
- Versioning and documenting prompt evolution.
Safety, Bias & Responsible Use
- Identifying and mitigating biased or unsafe outputs.
- Establishing basic guardrails and content restrictions.
- Determining when human review is necessary.
Wrap-up, Resources & Next Steps
- Quick-reference templates and cheat sheets.
- Recommended reading materials and community resources.
- Pathways for continued practice and further learning.
Requirements
- Experience with web-based AI chat interfaces.
- A foundational grasp of natural language concepts.
- An appetite for iterative problem-solving.
Target Audience
- Beginners eager to master effective communication with AI models.
- Product managers, content creators, and analysts looking to integrate AI tools into their workflows.
- 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.