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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.
Investment

Price per private group, online live training, starting from 3200 € + VAT*

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