Useful Links
1. Introduction to Generative AI
2. Mathematical and Technical Foundations
3. Machine Learning Fundamentals
4. Core Generative Model Architectures
5. Transformer Architecture and Language Models
6. Text Generation Applications
7. Image and Visual Generation
8. Audio and Speech Generation
9. Development Lifecycle and Best Practices
10. Practical Implementation Tools
11. Ethical Considerations and Responsible AI
12. Legal and Regulatory Landscape
13. Economic and Social Impact
14. Future Directions and Emerging Trends
  1. Computer Science
  2. Artificial Intelligence

Generative AI

1. Introduction to Generative AI
2. Mathematical and Technical Foundations
3. Machine Learning Fundamentals
4. Core Generative Model Architectures
5. Transformer Architecture and Language Models
6. Text Generation Applications
7. Image and Visual Generation
8. Audio and Speech Generation
9. Development Lifecycle and Best Practices
10. Practical Implementation Tools
11. Ethical Considerations and Responsible AI
12. Legal and Regulatory Landscape
13. Economic and Social Impact
14. Future Directions and Emerging Trends
  1. Legal and Regulatory Landscape
    1. Intellectual Property
      1. Copyright Considerations
        1. Training Data Rights
          1. Generated Content Ownership
            1. Fair Use Doctrine
            2. Patent Issues
              1. AI-Generated Inventions
                1. Patent Infringement
                  1. Prior Art Considerations
                  2. Licensing and Attribution
                    1. Open Source Licenses
                      1. Commercial Licensing
                        1. Attribution Requirements
                      2. Regulatory Frameworks
                        1. AI Governance Initiatives
                          1. EU AI Act
                            1. US AI Executive Orders
                              1. National AI Strategies
                              2. Industry Standards
                                1. IEEE AI Standards
                                  1. ISO AI Standards
                                    1. Industry Best Practices
                                    2. Compliance Requirements
                                      1. Data Protection Laws
                                        1. Algorithmic Accountability
                                          1. Transparency Requirements

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                                      13. Economic and Social Impact

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