16. Ethics and Responsible AI

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1. 16

   Ethics And Responsible Ai

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   The section discusses the critical importance of ethics and responsible AI...

2. 16.1

   What Is Responsible Ai?

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   Responsible AI focuses on designing and deploying AI systems in line with...

3. 16.2

   Key Ethical Principles In Ai

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   This section discusses the key ethical principles of fairness, transparency,...

4. 16.2.1

   Fairness

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   Fairness in AI involves designing systems that avoid amplifying biases...

5. 16.2.2

   Transparency And Explainability

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   Transparency and explainability are crucial aspects of AI systems, ensuring...

6. 16.2.3

   Privacy

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   This section discusses the importance of privacy in AI systems, the risks...

7. 16.2.4

   Accountability

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   This section discusses the importance of accountability in AI systems,...

8. 16.2.5

   Security And Robustness

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   This section discusses the critical importance of security and robustness in...

9. 16.3

   Sources Of Bias In Ai

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   The section discusses various sources of bias in AI that can lead to unfair...

10. 16.3.1

    Types Of Bias

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    This section explains various types of bias that can occur in AI systems,...

11. 16.3.2

    Tools To Detect And Address Bias

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    This section discusses various tools and methodologies used to identify and...

12. 16.4

    Legal And Regulatory Landscape

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    This section outlines the legal and regulatory frameworks governing AI,...

13. 16.4.1

    Global Perspectives

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    This section discusses the international frameworks and regulatory measures...

14. 16.4.2

    India’s Context

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    India's landscape for AI ethics is shaped by its regulatory frameworks and...

15. 16.4.3

    Key Concepts

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    This section highlights the vital legal and regulatory considerations for...

16. 16.5

    Ethical Challenges In Ai Applications

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    This section highlights the key ethical challenges in AI applications across...

17. 16.6

    Frameworks For Responsible Ai Development

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    This section outlines several frameworks designed to facilitate the ethical...

18. 16.6.1

    Ethical Ai Life Cycle

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    The Ethical AI Life Cycle outlines the critical stages in the design,...

19. 16.6.2

    Model Cards And Datasheets For Datasets

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    Model cards and datasheets are standardized documentation that provide...

20. 16.6.3

    Human-In-The-Loop (Hitl)

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    Human-in-the-Loop (HITL) integrates human judgment into AI systems,...

21. 16.6.4

    Ethics Committees And Impact Assessments

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    This section highlights the importance of ethics committees and impact...

22. 16.7

    Tools And Technologies Supporting Ethical Ai

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    This section explores the various tools and technologies available that...

23. 16.8

    The Future Of Responsible Ai

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    The future of responsible AI focuses on global regulatory harmonization,...

24. 16.17

    Summary

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    The chapter emphasizes the imperative of ethics in AI development, including...