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Course Outline
Introduction to Prompt Engineering
- Defining prompt engineering and its significance
- Common applications and impact on efficiency
- Overview of typical model behaviors
Core Principles of Effective Prompts
- The role of clarity, context, constraints, and examples
- Managing output length, format, and tone
- Common pitfalls and strategies to avoid them
Prompt Patterns and Templates
- Instruction-driven prompts and role-playing prompts
- Chain-of-thought and step-by-step prompting techniques
- Using few-shot examples and reusing templates
Hands-on Prompting Exercises
- Creating prompts for summarization and text rewriting
- Designing prompts for classification and data extraction
- Live iteration: refining prompts based on model outputs
Evaluating and Improving Prompts
- Metrics and heuristics for assessing prompt quality
- Validating prompts through testing and edge cases
- Version control and documenting prompt modifications
Safety, Bias & Responsible Use
- Identifying and mitigating biased or unsafe outputs
- Implementing basic guardrails and content limits
- Guidelines for when to involve human oversight
Wrap-up, Resources & Next Steps
- Quick reference templates and cheat sheets
- Recommended reading materials and community resources
- Suggestions for continued practice and learning pathways
Requirements
- Experience using web-based AI chat platforms
- Foundational knowledge of natural language principles
- Proficiency in iterative problem-solving methods
Target Audience
- Beginners aiming to communicate more effectively with AI models
- Product managers, content creators, and data analysts exploring AI capabilities
- Professionals tasked with generating or assessing AI-produced content
7 Hours
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.
