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Course Outline

Foundations of Responsible AI and Ethics

  • Defining the scope of responsible AI and AI ethics
  • The role of ethical considerations in real-world AI applications
  • Core tenets: fairness, responsibility, and openness

Addressing Bias in AI and Mitigation Tactics

  • Understanding bias in AI models and datasets
  • How different types of bias influence AI results
  • Reduction techniques: pre-processing, in-processing, and post-processing

Ethical Auditing and Accountability in AI

  • Overview of AI auditing frameworks and available tools
  • Performing audits to evaluate fairness and clarity
  • Embedding accountability measures into AI systems

Ethical Frameworks and Regulatory Compliance

  • Review of standards such as the EU AI Act and IEEE guidelines
  • Ensuring legal and regulatory adherence in AI systems
  • Case studies on responsible AI regulations and sector norms

Enhancing Transparency and Explainability in AI

  • Introduction to explainable AI methodologies
  • Developing interpretable models to boost transparency
  • Leveraging tools for model explanation and decision tracking

AI Governance and Risk Management

  • Creating governance structures for responsible AI
  • Risk management and ethical factors in AI deployment
  • Approaches for engaging stakeholders and ensuring oversight

Future Trajectories in Ethical AI

  • Emerging trends and ongoing challenges in AI ethics
  • Evolving governance frameworks for next-generation AI technologies
  • Fostering a culture of ethical AI within organizations

Recap and Future Actions

Requirements

  • Foundational knowledge of AI and machine learning principles
  • Experience with data privacy and regulatory compliance standards

Target Audience

  • Data scientists and AI developers focused on ethical innovation
  • Compliance officers and legal experts managing AI regulatory landscapes
  • C-suite leaders and decision-makers shaping AI strategy and governance
 14 Hours

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