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 Duration 14 hours

Course Outline

Foundations of Responsible AI & Ethics

  • Defining the scope of responsible AI and AI ethics
  • The significance of ethical considerations in AI applications
  • Core tenets: fairness, accountability, and transparency

Addressing Bias in AI & Mitigation Tactics

  • Analyzing bias within AI models and datasets
  • Categories of bias and their effect on AI results
  • Mitigation strategies: pre-processing, in-processing, and post-processing approaches

Ethical Auditing & Accountability in AI

  • Overview of AI auditing frameworks and available tools
  • Executing audits to evaluate fairness and transparency
  • Establishing accountability mechanisms within AI systems

Ethical Frameworks & Regulatory Compliance

  • Examining ethical frameworks such as the EU AI Act and IEEE standards
  • Navigating legal and regulatory compliance for AI systems
  • Case studies on responsible AI regulation and sector benchmarks

Enhancing Transparency & Explainability in AI

  • Introduction to techniques for explainable AI
  • Constructing interpretable models to foster transparency
  • Leveraging tools for model explainability and decision tracking

AI Governance & Risk Management

  • Creating governance frameworks for responsible AI practices
  • Integrating risk management and ethical considerations into AI deployment
  • Approaches for stakeholder engagement and oversight

Future Trajectories in Ethical AI

  • Emerging trends and ongoing challenges in AI ethics
  • Adapting governance models for forthcoming AI innovations
  • Cultivating a culture of ethical AI within organizations

Conclusion & Forward Steps

Requirements

  • Foundational knowledge of AI and machine learning concepts
  • Awareness of data privacy regulations and compliance standards

Target Audience

  • Data scientists and AI practitioners committed to ethical AI development
  • Compliance officers and legal experts managing AI regulatory requirements
  • Business leaders and decision-makers shaping AI strategy and governance

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