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Duration 7 hours
Course Outline
Foundations of Sovereign AI
- Understanding sovereign AI in regulated organizations.
- Business, legal, and operational drivers.
- Key control areas: data, models, infrastructure, and operations.
Regulatory Requirements and Risk Mapping
- Data residency, privacy laws, and sector-specific obligations.
- Mapping sensitive data to AI use cases.
- Identifying risks related to cross-border transfers, logging, and third-party exposure.
Governing Data, Prompts, and Logs
- Prompt governance and acceptable use boundaries.
- Logging policies for prompts, responses, and metadata.
- Retention, redaction, masking, and access control practices.
- Exercise: reviewing an AI data flow for governance gaps.
Model Hosting and Inference Environment Options
- Deployment choices: public API, private cloud, on-premise, and hybrid.
- Factors influencing where models should operate.
- Trade-offs regarding control, security, cost, and operational ownership.
Vendor Dependence and Portability
- Common patterns of lock-in in models, tools, and platforms.
- Achieving portability through modular architecture, open interfaces, and clear contracts.
- Exercise: evaluating a vendor against sovereignty criteria.
Governance Model and Action Planning
- Roles and responsibilities across IT, security, legal, and compliance.
- Approval workflows for use cases, models, and operational changes.
- Auditability, monitoring, and incident response expectations.
- Creating a practical sovereign AI roadmap and determining next steps.
Requirements
- Fundamental knowledge of AI concepts, data governance, and compliance requirements.
- Familiarity with enterprise technology, cloud infrastructure, security protocols, or risk management decision-making.
- No programming experience is necessary.
Audience
- IT leaders, enterprise architects, and platform managers.
- Risk analysts, compliance officers, legal counsel, and data governance professionals.
- Security teams and business executives responsible for AI adoption in regulated sectors.
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 1600 € + VAT*
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