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Course Outline
Introduction to Privacy in AI Deployments for Government
- Privacy challenges in AI systems for government
- Ollama’s role in privacy-conscious environments for government
- Overview of compliance considerations (GDPR, HIPAA, etc.) for government
Secure Containerization and Deployment for Government
- Hardening Docker and Kubernetes environments for government use
- Network security and isolation techniques for government systems
- Secrets management and key rotation practices for government operations
On-Device and On-Prem Inference for Government
- Advantages of local inference for privacy in government applications
- Edge deployment patterns suitable for government use cases
- Balancing performance with compliance requirements for government agencies
Differential Privacy and Data Protection for Government
- Principles of differential privacy for government data
- Applying noise mechanisms to AI workflows in government contexts
- Data minimization and anonymization strategies for government datasets
Logging, Monitoring, and Auditing for Government
- Secure logging practices for government systems
- Audit trails for compliance in government environments
- Real-time monitoring and alerting solutions for government agencies
Access Control and Policy Enforcement for Government
- Role-based access control (RBAC) for government users
- Policy enforcement with Open Policy Agent in government settings
- Data governance frameworks for government data management
Case Studies and Best Practices for Government
- Deploying Ollama in regulated industries for government applications
- Balancing usability and privacy in government AI deployments
- Lessons learned from real-world implementations in government settings
Summary and Next Steps for Government
Requirements
- Understanding of IT security principles for government
- Experience with containerization and deployment in a secure environment
- Familiarity with compliance frameworks such as GDPR or HIPAA, particularly relevant to public sector operations
Audience
- Security engineers for government agencies
- IT architects in the public sector
- Privacy officers for government organizations
- Compliance teams within federal, state, and local governments
14 Hours
