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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