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Duration 14 hours
Course Outline
Introduction to Responsible AI
- Core principles of fairness, accountability, and transparency
- Regulatory factors driving responsible AI (including the EU AI Act and GDPR)
- Ollama's role in enhancing enterprise AI governance
Bias Detection and Mitigation
- Recognizing bias within model outputs
- Approaches for reducing bias and enhancing fairness
- Assessing model performance using fairness metrics
Safe Prompting and Alignment
- Designing prompts for safety and consistency
- Reducing the risk of unsafe or harmful outputs
- Applying alignment techniques for enterprise use cases
Content Filtering and Moderation
- Architecting content filtering pipelines
- Deploying moderation safeguards
- Striking a balance between user experience and compliance obligations
Governance Workflows
- Establishing governance frameworks specifically for Ollama
- Integrating workflows with existing compliance systems
- Procedures for model approval and auditing
Logging, Traceability, and Auditability
- Implementing secure logging standards for AI systems
- Ensuring traceability of model decisions
- Preparing for audits and establishing reporting mechanisms
Case Studies and Best Practices
- Enterprise implementations adhering to responsible AI principles
- Insights gained from real-world governance challenges
- Cultivating sustainable and ethical AI practices
Summary and Next Steps
Requirements
- A solid grasp of AI and ML fundamentals
- Knowledge of compliance and governance frameworks
- Practical experience with enterprise IT or model deployment environments
Audience
- AI ethics leaders
- Compliance officers
- Legal and regulatory engineers
- Enterprise architects
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 3200 € + VAT*
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