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Course Outline
Understanding AI and Machine Learning
- Defining AI and its core characteristics
- Machine Learning as a key subset of AI
- Categories of AI: weak, strong, generative, supervised, and unsupervised
AI in Practice Across the Organization
- Current presence of AI/ML in various business functions
- Applications in automation, decision support, customer service, and analytics
- Use cases spanning HR, finance, operations, and compliance
Common Governance Challenges
- Potential 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
- Information and 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
- The legal basis and purpose of DPIAs
- Steps to assess proposed AI/ML implementations
- Documenting risk assessments, mitigations, and justifications
Governance Frameworks and Risk Management
- Overview of AI-specific governance frameworks
- Approaches from ISO, NIST, ICO, and OECD
- Managing 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
- Pursuing continuous improvement and monitoring
Summary and Next Steps
Requirements
- A working understanding of organizational information governance policies
- Familiarity with data protection or privacy regulations
- Prior exposure to AI or machine learning concepts is beneficial
Target Audience
- Information governance professionals
- Data protection officers and compliance managers
- Leaders in digital transformation or IT governance
7 Hours