Week 4 · Day 22/30

Autonomous Systems Auditing

Compliance, bias detection, fairness metrics, EU AI Act

📅 2026-03-25 ⏱️ 5-6 hodín 📊 Mastery & Portfolio
Celkový progres 73%

🎯 Cieľ dňa

Pochopiť regulačný landscape (EU AI Act), implementovať bias detection a fairness metriky pre AI systémy.

theory core

📚 Study Resources

🇪🇺

EU AI Act Compliance Checker

Interaktívny tool: klasifikuj svoj AI systém podľa EU AI Act risk tiers.

tool
📋

LegalNodes — EU AI Act 2026 Updates

Compliance requirements, deadlines (Aug 2 2026 pre high-risk), business risks.

article
📅

Trilateral — EU AI Act Timeline 2025-2027

Mapping AI modelov na risk tiers. Timeline key deadlines.

article
📜

ISO/IEC 42001 — AI Management Systems

Medzinárodný štandard: AI governance framework. Control catalog, compliance matrix.

standard

💡 Key Concepts

EU AI Act Risk Tiers — Unacceptable (banned) → High-risk (strict rules) → Limited → Minimal. Aug 2026 deadline pre high-risk.
Bias Detection — Demographic parity, equalized odds, calibration. Meria fairness naprieč protected groups.
Audit Framework — Control catalog, compliance matrix, risk register. ISO/IEC 42001 ako operational framework.
Conformity Assessment — Formal assessment od Notified Bodies pre high-risk AI. Povinné od Aug 2026.

🔧 Praktické cvičenie

Audituj existujúci AI systém pre EU AI Act compliance.

  1. Použi EU AI Act Compliance Checker na svoj systém
  2. Klasifikuj risk tier pre Talentiqa (HR AI = high-risk)
  3. Identifikuj chýbajúce compliance requirements
  4. Navrhni audit framework: control catalog + risk register
  5. Napíš compliance gap analysis report