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Course Outline
Grasping AI and Machine Learning
- Defining AI and its scope
- Machine Learning as a component of AI
- AI variations: weak, strong, generative, supervised, and unsupervised
AI in Action Across the Enterprise
- Identifying current AI/ML presence in business operations
- Applications in automation, decision support, customer service, and analytics
- Practical examples in HR, finance, operations, and compliance
Typical Governance Hurdles
- Potential conflicts with Data Protection Principles
- Ensuring lawfulness, fairness, and transparency in automated decisions
- Managing accuracy, data minimisation, and storage constraints
Core Information and Data Management
- Information and records management specific to AI contexts
- The critical role of metadata and audit trails
- Ensuring data quality and integrity for training datasets
Tackling Information Governance Issues
- Establishing governance controls for AI/ML pipelines
- Prioritising human oversight and model explainability
- Forming cross-functional governance teams
Performing DPIAs for AI/ML
- Understanding the legal mandate and objectives of DPIAs
- Procedures for evaluating proposed AI/ML implementations
- Recording risk assessments, mitigations, and justifications
Governance Structures and Risk Control
- An overview of AI-focused governance frameworks
- Perspectives from ISO, NIST, ICO, and OECD
- Managing risk registers and policy documentation
Culture, Integration, and Associated Standards
- 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 grasp of your organisation's information governance policies.
- Knowledge of relevant data protection or privacy legislation.
- A basic familiarity with AI or machine learning concepts is advantageous.
Who Should Attend
- Information governance specialists
- Data protection officers and compliance leads
- Heads of digital transformation or IT governance
7 Hours