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Course Outline
Foundations of AI and Machine Learning
- Defining Artificial Intelligence and its scope
- Machine Learning as a component of AI
- Classifications of AI: weak, strong, generative, supervised, and unsupervised
Practical Applications of AI in the Enterprise
- Identifying current AI/ML integration points across business functions
- Roles in automation, decision support, customer service, and analytics
- Specific use cases in HR, finance, operations, and compliance
Typical Governance Obstacles
- Tensions with established Data Protection Principles
- Ensuring lawfulness, fairness, and transparency in automated decisions
- Addressing accuracy, data minimization, and retention constraints
Core Information and Data Management Principles
- Managing information and records in AI-driven environments
- The critical role of metadata and audit trails
- Ensuring data quality and integrity for training datasets
Strategies for Tackling Governance Issues
- Establishing governance controls for AI/ML workflows
- Implementing human oversight and ensuring explainability
- Forming effective cross-functional governance teams
Performing DPIAs for AI/ML Systems
- Understanding the legal mandates and objectives of DPIAs
- Methodologies for evaluating proposed AI/ML integrations
- Recording risk evaluations, mitigation tactics, and rationale
Governance Frameworks and Risk Oversight
- Surveying governance frameworks specific to AI
- Perspectives from ISO, NIST, ICO, and the OECD
- Managing risk registers and policy documentation
Culture, Integration, and Broader Frameworks
- Fostering a culture of responsible AI utilization
- Aligning AI governance with cybersecurity, ethics, and ESG policies
- Pursuing continuous improvement and monitoring
Recap and Future Directions
Requirements
- A solid grasp of organizational information governance policies
- Knowledge of data protection or privacy regulations
- Prior exposure to AI or machine learning concepts is advantageous
Target Audience
- Information governance specialists
- Data protection officers and compliance managers
- Leaders in digital transformation or IT governance
7 Hours
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 1300 € + VAT*
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