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Course Outline

Understanding AI and Machine Learning

  • Definition and scope of AI
  • Machine Learning as a core component of AI
  • Types of AI: weak, strong, generative, supervised, and unsupervised

Practical Applications of AI Across the Organization

  • Current deployment of AI/ML within business functions
  • Applications in automation, decision support, customer service, and analytics
  • Use cases spanning HR, finance, operations, and compliance

Common Governance Challenges

  • Conflicts with Data Protection Principles
  • Ensuring lawfulness, fairness, and transparency in automated decision-making
  • Addressing accuracy, data minimization, and storage limitation requirements

Foundations in Information and Data Management

  • Records management within AI contexts
  • The critical role of metadata and audit trails
  • Maintaining data quality and integrity for training datasets

Addressing Information Governance Challenges

  • Designing governance controls for AI/ML pipelines
  • Ensuring human oversight and explainability
  • Establishing cross-functional governance teams

Conducting DPIAs for AI/ML

  • Legal mandates and objectives of DPIAs
  • Step-by-step assessment of proposed AI/ML implementations
  • Documenting risk assessments, mitigation strategies, and justifications

Governance Frameworks and Risk Management

  • Overview of governance frameworks specific to AI
  • Approaches from ISO, NIST, ICO, and OECD
  • Risk registers and policy documentation

Culture, Integration, and Related Frameworks

  • Fostering a culture of responsible AI usage
  • Aligning AI governance with cybersecurity, ethics, and ESG policies
  • Continuous improvement and ongoing monitoring

Summary and Next Steps

Requirements

  • A solid understanding of organizational information governance policies
  • Familiarity with data protection or privacy regulations
  • Previous exposure to AI or machine learning concepts is beneficial

Target Audience

  • Information governance professionals
  • Data protection officers and compliance managers
  • Leads in digital transformation or IT governance
 7 Hours

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