Chatbot Development

  1. Large Language Models in Chatbots
    1. Transformer Architecture
      1. Self-Attention Mechanism
        1. Multi-Head Attention
          1. Position Encoding
            1. Layer Normalization
            2. Pre-trained Models
              1. GPT Family
                1. BERT Family
                  1. T5 and Variants
                    1. Model Selection Criteria
                    2. Prompt Engineering
                      1. Prompt Design Principles
                        1. Zero-Shot Prompting
                          1. Few-Shot Prompting
                            1. Chain-of-Thought Prompting
                              1. Prompt Optimization
                              2. Fine-Tuning Strategies
                                1. Full Fine-Tuning
                                  1. Parameter-Efficient Fine-Tuning
                                    1. LoRA and Adapters
                                      1. Instruction Tuning
                                      2. Retrieval-Augmented Generation
                                        1. Knowledge Base Integration
                                          1. Retrieval Mechanisms
                                            1. Fusion Strategies
                                              1. Performance Optimization
                                              2. Safety and Alignment
                                                1. Content Filtering
                                                  1. Bias Mitigation
                                                    1. Harmful Content Detection
                                                      1. Alignment Techniques

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                                                    7. Dialogue Management Systems

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                                                    9. Development Tools and Platforms