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Course Outline

AI and Machine Learning Fundamentals

  • Defining AI and its scope
  • Machine Learning as a component of AI
  • Categories of AI: weak, strong, generative, supervised, and unsupervised

Practical AI Applications in Business

  • Current presence of AI/ML in various business functions
  • Roles in automation, decision support, customer service, and analytics
  • Use cases within HR, finance, operations, and compliance

Typical Governance Challenges

  • Tensions with Data Protection Principles
  • Ensuring lawfulness, fairness, and transparency in automated decisions
  • Addressing accuracy, data minimization, and storage constraints

Basics of Information and Data Management

  • Managing information and records in AI contexts
  • The critical role of metadata and audit trails
  • Ensuring data quality and integrity for training datasets

Tackling Information Governance Challenges

  • Establishing governance controls for AI/ML pipelines
  • Implementing human oversight and explainability
  • Forming cross-functional governance teams

Performing DPIAs for AI/ML

  • Legal mandates and the purpose of DPIAs
  • Steps to evaluate proposed AI/ML implementations
  • Documenting risk assessments, mitigations, and justifications

Governance Frameworks and Risk Management

  • Survey of AI-specific governance frameworks
  • Approaches from ISO, NIST, ICO, and OECD
  • Maintaining risk registers and policy documentation

Culture, Integration, and Allied Frameworks

  • Fostering a culture of responsible AI usage
  • Aligning AI governance with cybersecurity, ethics, and ESG policies
  • Pursuing continuous improvement and monitoring

Recap and Future Directions

Requirements

  • Knowledge of organizational information governance policies
  • Familiarity with data protection or privacy regulations
  • Basic exposure to AI or machine learning concepts is advantageous

Target Audience

  • Information governance professionals
  • Data protection officers and compliance managers
  • Leads 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.
Investment

Price per private group, online live training, starting from 1600 € + VAT*

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