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Course Outline
Understanding AI and Machine Learning for Government
- Definition of Artificial Intelligence (AI) and its scope
- Machine Learning as a subset of AI
- Types of AI: weak, strong, generative, supervised, and unsupervised
AI in Practice Across the Organization for Government
- Current applications of AI/ML within business functions
- Automation, decision support, customer service, and analytics
- Use cases in Human Resources, finance, operations, and compliance
Common Governance Challenges for Government
- Conflicts with Data Protection Principles
- Ensuring lawfulness, fairness, and transparency in automated decision-making
- Maintaining accuracy, data minimization, and storage limitations
Foundations in Information and Data Management for Government
- Information and records management in AI contexts
- The importance of metadata and audit trails
- Ensuring data quality and integrity for training datasets
Approaching Information Governance Challenges for Government
- Designing governance controls for AI/ML pipelines
- Human oversight and explainability in decision-making processes
- Building cross-functional governance teams to enhance collaboration
Conducting DPIAs for AI/ML in Government
- Legal requirements and purpose of Data Protection Impact Assessments (DPIAs)
- Steps to assess proposed AI/ML implementations
- Documenting risk assessments, mitigations, and justifications
Governance Frameworks and Risk Management for Government
- Overview of AI-specific governance frameworks
- Approaches from ISO, NIST, ICO, and OECD
- Development and maintenance of risk registers and policy documentation
Culture, Integration, and Related Frameworks for Government
- Embedding a culture of responsible AI use within government agencies
- Linking AI governance with cybersecurity, ethics, and ESG policies
- Continuous improvement and monitoring of AI practices
Summary and Next Steps for Government
Requirements
- An understanding of organizational information governance policies for government
- Familiarity with data protection or privacy regulations
- Some exposure to AI or machine learning concepts is beneficial
Audience
- Information governance professionals for government
- Data protection officers and compliance managers for government
- Digital transformation or IT governance leads for government
7 Hours