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Duration 14 hours
Course Outline
Introduction to Prompt Engineering with Ollama
- Grasping the strengths and constraints of Ollama
- Core principles underlying prompt engineering
- Analyzing the dynamics between prompts and responses
Priming and Instruction Design
- Establishing role-based directives
- Refining initial prompts to achieve task-specific results
- Reviewing case studies of successful priming techniques
Chain-of-Thought and Reasoning Prompts
- Promoting step-by-step logical reasoning
- Creating structured logical progressions
- Striking a balance between detail and precision
Prompt Templates and Reusability
- Developing frameworks for reusable prompts
- Integrating dynamic context elements
- Scaling prompt engineering efforts through templates
Context Window Strategies
- Managing constraints within limited context windows
- Employing summarization and context reduction tactics
- Applying sliding window and memory-based methods
Multi-Stage Prompting
- Chaining prompts to address complex objectives
- Constructing pipelines that leverage intermediate outputs
- Implementing iterative refinement and feedback mechanisms
Evaluation and Optimization
- Establishing success metrics for prompt effectiveness
- Conducting systematic A/B tests of prompt strategies
- Pursuing continuous improvement in prompting techniques
Summary and Future Directions
Requirements
- Foundational knowledge of large language models
- Proficiency in Python programming
- Familiarity with prompt-driven interactions
Target Audience
- Prompt engineers
- Software developers
- Product managers exploring Ollama
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 2600 € + VAT*
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