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Course Outline
Introduction to Responsible AI and Ethics for Government
- Defining responsible AI and AI ethics in the context of public sector operations
- The importance of ethical considerations in AI applications within government agencies
- Key principles: fairness, accountability, and transparency for government use
Bias in AI and Mitigation Strategies for Government
- Understanding bias in AI models and data used by government entities
- Types of biases and their impacts on AI outcomes in public sector applications
- Bias mitigation techniques: pre-processing, in-processing, and post-processing for government systems
Ethical Auditing and Accountability in AI for Government
- Introduction to AI auditing frameworks and tools suitable for government use
- Conducting audits to assess fairness and transparency in government AI systems
- Implementing accountability measures in AI systems for government operations
Exploring Ethical Frameworks and Compliance for Government
- Overview of ethical frameworks like the EU AI Act and IEEE standards applicable to government
- Legal and regulatory compliance in AI systems for government agencies
- Case studies on responsible AI regulations and industry standards relevant to government
Building Transparency and Explainability in AI for Government
- Introduction to explainable AI techniques suitable for government use
- Building interpretable models for greater transparency in government AI systems
- Using tools for model explainability and decision traceability in government applications
Governance and Risk Management in AI for Government
- Developing governance frameworks for responsible AI in government agencies
- Risk management and ethical considerations in AI deployment within the public sector
- Strategies for stakeholder engagement and oversight in government AI initiatives
Future Directions in Ethical AI for Government
- Emerging trends and challenges in AI ethics relevant to government operations
- Adapting governance frameworks for future AI technologies in the public sector
- Promoting an ethical AI culture within government organizations
Summary and Next Steps for Government
Requirements
- Fundamental knowledge of artificial intelligence (AI) and machine learning principles
- Understanding of data privacy and compliance standards for government
Audience
- Data scientists and AI professionals focused on ethical AI development for government
- Compliance officers and legal experts responsible for AI regulation in the public sector
- Business leaders and decision-makers engaged in AI strategy and governance for government
14 Hours