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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