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