Applied AI NL
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Year 3 · April

Reliable Decision Making & Compliance Monitoring

Reliable decision-making with AI: finding bias, monitoring performance and making compliance demonstrable.

Why this module

Why this matters

As soon as AI takes part in decisions — about people, money or safety — the highest requirements apply: explainable, fair and auditable. For many applications the AI Act also makes this a legal requirement.

Trust is demonstrability: not saying that the model is fair, but showing it — with monitoring, audit trails and reports that convince a regulator.

Content

What you will learn

Application

Directly in your own practice

You set up monitoring and accountability for an AI decision application — a real or realistic scenario from your organisation.

Drift monitoring

An analyst sees prediction quality slowly declining and pinpoints exactly which population shift is behind it.

Bias audit

An HR adviser audits the selection model for unequal treatment and redesigns the features.

Compliance dashboard

A risk manager builds the dashboard with which the organisation can demonstrate every quarter that it is in control.

How you work

Learning alongside your job

You take this module the way you take the whole programme: classes every other week on Friday and Saturday, with a study load of 15–20 hours per week, of which 10–15 hours are self-study. The teaching is a mix of classroom lessons, practice-based learning, blended learning and working groups or study teams — taught by lecturers who practise the profession themselves every day.

You conclude each theme with a professional product or a technical solution based on a real situation in your own work, which you discuss in an assessment with the lecturer. This way your portfolio grows with real work — and your employer benefits directly.

After this module you deliver a monitoring and accountability setup with which an AI decision system runs in an auditable way.

Questions about this module?

Want to know if this suits you?

Email or call the programme — we're happy to help you think it through.