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Duration 14 hours
Course Outline
Introduction to Prompt Engineering with Ollama
- Grasping Ollama’s strengths and constraints
- Core principles of prompt engineering
- Analyzing prompt-response interactions
Priming and Instruction Crafting
- Establishing role-based directives
- Refining initial prompts for specific tasks
- Analyzing successful priming examples
Chain-of-Thought and Reasoning Prompts
- Facilitating step-by-step logical deduction
- Creating structured logical sequences
- Striking a balance between detail and accuracy
Prompt Templates and Reusability
- Developing reusable prompt structures
- Dynamic context integration
- Expanding prompt engineering via templates
Context Window Management
- Handling restricted context windows
- Summarization and context minimization
- Sliding window and memory-based methods
Multi-Stage Prompting
- Linking prompts for complex operations
- Creating pipelines with intermediate results
- Iterative enhancement and feedback cycles
Assessment and Refinement
- Setting success indicators for prompts
- Methodical A/B testing of prompt approaches
- Ongoing improvement of prompting techniques
Recap and Future Steps
Requirements
- Fundamental grasp of large language models
- Proficiency in Python programming
- Experience with prompt-based interactions
Target Audience
- Prompt engineers
- Software developers
- Product managers exploring Ollama