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Course Outline

Foundations of AI and Machine Learning

  • Defining AI and its core concepts.
  • Understanding Machine Learning as a component of AI.
  • Categorizing AI: weak, strong, generative, supervised, and unsupervised types.

AI Applications Across the Enterprise

  • Current integration of AI/ML in various business functions.
  • Roles in automation, decision support, customer service, and analytics.
  • Specific use cases in HR, finance, operations, and compliance.

Addressing Governance Challenges

  • Potential conflicts with Data Protection Principles.
  • Ensuring lawfulness, fairness, and transparency in automated decision-making.
  • Managing accuracy, data minimization, and storage constraints.

Core Information and Data Management Principles

  • Information and records management tailored for AI contexts.
  • The critical role of metadata and audit trails.
  • Ensuring data quality and integrity for training datasets.

Strategic Approaches to Governance

  • Designing effective governance controls for AI/ML pipelines.
  • Implementing human oversight and ensuring explainability.
  • Establishing cross-functional governance teams.

Performing DPIAs for AI/ML

  • Legal obligations and the purpose behind DPIAs.
  • Methodology for assessing proposed AI/ML implementations.
  • Documenting risk assessments, mitigation measures, and justifications.

Governance Frameworks and Risk Management

  • Overview of AI-specific governance standards.
  • Comparing ISO, NIST, ICO, and OECD approaches.
  • Utilizing risk registers and policy documentation.

Culture, Integration, and Broader Frameworks

  • Culturing a mindset of responsible AI usage.
  • Aligning AI governance with cybersecurity, ethics, and ESG policies.
  • Focusing on continuous improvement and monitoring.

Recap and Future Actions

Requirements

  • Working knowledge of organizational information governance policies.
  • Familiarity with data protection or privacy regulatory requirements.
  • Basic exposure to AI or machine learning concepts is beneficial.

Target Audience

  • Information governance specialists.
  • Data Protection Officers and compliance managers.
  • Leaders in digital transformation or IT governance.
 7 Hours

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