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Course Outline

Comprehending AI and Machine Learning

  • Defining AI and its various interpretations
  • Machine Learning as a specific branch of AI
  • Categories of AI: weak, strong, generative, supervised, and unsupervised

Practical AI Applications in the Enterprise

  • Current presence 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

Typical Governance Obstacles

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

Core Principles of Information and Data Management

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

Strategies for Addressing Information Governance Issues

  • Developing governance controls for AI/ML pipelines
  • Implementing human oversight and explainability
  • Forming cross-functional governance teams

Performing DPIAs for AI/ML

  • Legal obligations and the purpose of DPIAs
  • Procedures for evaluating proposed AI/ML implementations
  • Recording risk assessments, mitigations, and justifications

Governance Frameworks and Risk Oversight

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

Culture, Integration, and Associated Frameworks

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

Recap and Future Actions

Requirements

  • A solid comprehension of organizational information governance policies
  • Knowledge of data protection or privacy regulations
  • Basic familiarity with AI or machine learning concepts is advantageous

Target Audience

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

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