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Course Outline

Grasping AI and Machine Learning

  • Defining AI and its core characteristics
  • Machine Learning as a component of the broader AI landscape
  • Categorizing AI: narrow, general, generative, supervised, and unsupervised

AI Applications Across the Business

  • Current presence of AI/ML within various business functions
  • Roles in automation, decision support, client interactions, and analytics
  • Practical applications in HR, finance, operations, and compliance

Prevalent Governance Hurdles

  • Potential clashes with Data Protection Principles
  • Ensuring legality, equity, and clarity in automated decisions
  • Addressing accuracy, data minimization, and retention limits

Core Data and Information Management

  • Managing information and records in AI-specific environments
  • The critical role of metadata and audit logs
  • Ensuring quality and integrity for machine learning datasets

Navigating Information Governance Obstacles

  • Creating governance controls for AI/ML workflows
  • Implementing human supervision and explainability mechanisms
  • Forming interdisciplinary governance teams

Executing DPIAs for AI/ML

  • Understanding the legal mandate and objectives of DPIAs
  • Methodologies for evaluating proposed AI/ML solutions
  • Recording risk analyses, mitigation plans, and rationale

Governance Frameworks and Risk Control

  • Survey of AI-specific governance standards
  • Perspectives from ISO, NIST, ICO, and OECD
  • Managing risk registers and policy documentation

Culture, Integration, and Adjacent Standards

  • Fostering a mindset of responsible AI utilization
  • Aligning AI governance with cybersecurity, ethics, and ESG policies
  • Pursuing ongoing enhancement and surveillance

Recap and Future Directions

Requirements

  • Knowledge of organizational information governance policies
  • Familiarity with data privacy and protection laws
  • Basic understanding of AI or machine learning principles is advantageous

Intended Participants

  • Information governance experts
  • Data protection officers and compliance leaders
  • Heads of digital transformation or IT governance
 7 Hours

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