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Duration 7 hours
Course Outline
Fundamentals of Prompt Engineering
- Defining prompt engineering and its importance
- Key use cases and their effect on productivity
- Understanding typical model behaviors
Key Principles for Effective Prompts
- Importance of clarity, context, constraints, and examples
- Managing output length, formatting, and tone
- Identifying common errors and strategies to prevent them
Standard Prompt Patterns and Templates
- Creating instruction-based and role-based prompts
- Utilizing chain-of-thought and step-by-step techniques
- Implementing few-shot examples and reusing templates
Practical Prompting Exercises
- Developing prompts for summarizing and rewriting text
- Formulating prompts for classification and data extraction
- Real-time refinement: adjusting prompts based on generated outputs
Assessing and Enhancing Prompts
- Metrics and heuristics for evaluating prompt effectiveness
- Validating prompts using tests and edge cases
- Managing version control and documenting prompt modifications
Safety, Bias, and Ethical Usage
- Detecting and addressing biased or unsafe content
- Establishing basic guardrails and content restrictions
- Determining when human oversight is necessary
Conclusion, Resources, and Future Steps
- Accessing quick-reference templates and cheat sheets
- Exploring recommended reading and community resources
- Pathways for continued practice and advanced learning
Requirements
- Proficiency with web-based AI chat platforms
- A foundational grasp of natural language principles
- Aptitude for iterative problem-solving
Target Audience
- Novices aiming to develop effective communication strategies with AI models
- Product managers, content creators, and analysts exploring AI capabilities
- Professionals accountable for generating or assessing AI-generated materials
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.
