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Course Outline
Introduction to Privacy in AI Deployments
- Privacy challenges in AI systems
- Ollama’s role in privacy-conscious environments
- Overview of compliance considerations (GDPR, HIPAA, etc.)
Secure Containerization and Deployment
- Hardening Docker and Kubernetes environments
- Network security and isolation techniques
- Secrets management and key rotation
On-Device and On-Prem Inference
- Advantages of local inference for privacy
- Edge deployment patterns
- Balancing performance with compliance
Differential Privacy and Data Protection
- Principles of differential privacy
- Applying noise mechanisms to AI workflows
- Data minimization and anonymization strategies
Logging, Monitoring, and Auditing
- Secure logging practices
- Audit trails for compliance
- Real-time monitoring and alerting
Access Control and Policy Enforcement
- Role-based access control (RBAC)
- Policy enforcement with Open Policy Agent
- Data governance frameworks
Case Studies and Best Practices
- Deploying Ollama in regulated industries
- Balancing usability and privacy
- Lessons learned from real-world implementations
Summary and Next Steps
Requirements
- Understanding of IT security principles
- Experience with containerization and deployment
- Familiarity with compliance frameworks such as GDPR or HIPAA
Audience
- Security engineers
- IT architects
- Privacy officers
- Compliance teams
14 Hours
Delivery Options
Private Group Training
Our identity is rooted in delivering exactly what our clients need.
- Pre-course call with your trainer
- Customisation of the learning experience to achieve your goals -
- Bespoke outlines
- Practical hands-on exercises containing data / scenarios recognisable to the learners
- Training scheduled on a date of your choice
- Delivered online, onsite/classroom or hybrid by experts sharing real world experience
Private Group Prices RRP from £3800 online delivery, based on a group of 2 delegates, £1200 per additional delegate (excludes any certification / exam costs). We recommend a maximum group size of 12 for most learning events.
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