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Course Outline
Understanding AI and Machine Learning
- Defining AI and its scope.
- Machine Learning as a core subset of AI.
- Types of AI: weak, strong, generative, supervised, and unsupervised learning.
AI in Practice Across the Organization
- Current deployment of AI/ML within business functions.
- Applications in automation, decision support, customer service, and analytics.
- Use cases across HR, finance, operations, and compliance.
Common Governance Challenges
- Potential conflicts with Data Protection Principles.
- Ensuring lawfulness, fairness, and transparency in automated decision-making.
- Managing accuracy, data minimization, and storage limitation principles.
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.
Approaching Information Governance Challenges
- Designing governance controls for AI/ML pipelines.
- Ensuring human oversight and explainability.
- Building cross-functional governance teams.
Conducting DPIAs for AI/ML
- The legal requirements 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.
- Risk registers and policy documentation.
Culture, Integration, and Related Frameworks
- Embedding a culture of responsible AI use.
- Linking AI governance with cybersecurity, ethics, and ESG policies.
- Continuous improvement and monitoring.
Summary and Next Steps
Requirements
- A solid understanding of organizational information governance policies.
- Familiarity with data protection and privacy regulations.
- Basic 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