Prompt Engineering

  1. Advanced and Emerging Topics
    1. Automated Prompt Engineering
      1. LLM-Generated Prompt Creation
        1. Optimization Algorithm Application
          1. Evolutionary Prompt Development
            1. Reinforcement Learning Integration
              1. Performance-Driven Automation
              2. Multimodal Prompting
                1. Text and Image Integration
                  1. Audio Input Processing
                    1. Video Content Analysis
                      1. Cross-Modal Understanding
                        1. Multimodal Output Generation
                        2. Model-Specific Optimization
                          1. GPT Model Adaptations
                            1. Claude Model Considerations
                              1. Llama Model Techniques
                                1. Open-Source Model Applications
                                  1. Proprietary Model Integration
                                  2. Fine-Tuning vs Prompt Engineering
                                    1. Approach Selection Criteria
                                      1. Cost-Benefit Analysis
                                        1. Use Case Suitability
                                          1. Performance Trade-offs
                                            1. Implementation Complexity
                                            2. Ethical and Responsible AI
                                              1. Bias Detection and Mitigation
                                                1. Harmful Content Prevention
                                                  1. Fairness Considerations
                                                    1. Transparency Requirements
                                                      1. Accountability Frameworks
                                                        1. Social Impact Assessment

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                                                      10. Performance Evaluation and Optimization

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                                                      1. Introduction to Prompt Engineering