Generative AI

  1. Practical Implementation Tools
    1. Programming Frameworks
      1. Deep Learning Libraries
        1. PyTorch Ecosystem
          1. TensorFlow Platform
            1. JAX Framework
            2. Specialized Libraries
              1. Hugging Face Transformers
                1. Diffusers Library
                  1. OpenAI API
                  2. Development Tools
                    1. Jupyter Notebooks
                      1. MLflow Tracking
                        1. Weights & Biases
                      2. Cloud Platforms and Services
                        1. Major Cloud Providers
                          1. Google Cloud AI
                            1. AWS AI Services
                              1. Microsoft Azure AI
                              2. Specialized Platforms
                                1. Hugging Face Hub
                                  1. Replicate Platform
                                    1. RunPod Services
                                  2. Prompt Engineering
                                    1. Prompt Design Principles
                                      1. Clarity and Specificity
                                        1. Context Provision
                                          1. Output Format Specification
                                          2. Prompting Techniques
                                            1. Zero-Shot Prompting
                                              1. Few-Shot Prompting
                                                1. Chain-of-Thought Prompting
                                                  1. Tree of Thoughts
                                                  2. Prompt Optimization
                                                    1. A/B Testing Prompts
                                                      1. Automated Prompt Generation
                                                        1. Prompt Tuning Methods

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                                                    9. Development Lifecycle and Best Practices

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                                                    11. Ethical Considerations and Responsible AI