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Course Outline
Introduction to Responsible AI for Government
- Principles of fairness, accountability, and transparency in AI systems
- Regulatory drivers for responsible AI (EU AI Act, GDPR, etc.)
- The role of Ollama in enhancing enterprise AI governance for government
Bias Detection and Mitigation
- Identifying bias in model outputs to ensure equitable outcomes
- Strategies for reducing bias and improving fairness in AI models
- Evaluating model performance using fairness metrics to meet regulatory standards
Safe Prompting and Alignment
- Prompt design for safety and reliability in government applications
- Mitigating risks of unsafe or harmful outputs to protect public interests
- Alignment techniques tailored for enterprise-level use cases for government
Content Filtering and Moderation
- Designing content filtering pipelines to ensure compliance with regulations
- Implementing moderation safeguards to maintain data integrity and security
- Balancing user experience with the need for regulatory compliance in government operations
Governance Workflows
- Defining governance frameworks for Ollama within government agencies
- Workflow integration with existing compliance systems to streamline processes
- Model approval and audit procedures to ensure transparency and accountability for government
Logging, Traceability, and Auditability
- Secure logging practices to maintain the integrity of AI systems in government
- Traceability mechanisms to track model decisions and ensure accountability
- Audit readiness and reporting mechanisms to support regulatory compliance for government
Case Studies and Best Practices
- Enterprise deployments of responsible AI principles in government settings
- Lessons learned from real-world governance failures to inform best practices
- Building sustainable and ethical AI practices for long-term success in government operations
Summary and Next Steps
Requirements
- Comprehension of AI/ML foundational principles
- Familiarity with compliance and governance frameworks
- Experience in enterprise IT or model deployment settings
Audience for Government
- AI ethics leaders
- Compliance officers
- Legal and regulatory professionals
- Enterprise architects
14 Hours
