Domein 1 — Foundations of AI
les 2–3621%
🧭Synthese — de rode draad van Domein 1 (begrijpen → besturen)overzicht
AI Ethics & Responsible Use · Quiz 3
13. De zeven Responsible AI-principes7 min
14. Fairness- en Transparency-failures7 min
15. Accountability- en Harm-risico's8 min
16. Privacy, Autonomy & Ethics-risico8 min
QQuiz 3: AI Ethics & Responsible Use
AI Governance Principles · Quiz 4
17. AI Governance-rollen & accountability7 min
18. Three Lines of Defense voor AI8 min
19. AI Policy-hiërarchie & design7 min
20. Governance Program Design7 min
21. Governance-metrics & program maturity8 min
QQuiz 4: AI Governance Principles
AI Lifecycle · Quiz 5
22. De zeven AI-lifecycle-stadia8 min
23. Stadia 1-2: Framing & Data Risk8 min
24. Stadia 3-4: Development & Testing8 min
25. Stadia 5-6: Deployment & Monitoring8 min
26. Stadium 7: Lifecycle Risk Aggregation9 min
QQuiz 5: AI Lifecycle
AI Policy Development · Quiz 6
27. AI Policy-hiërarchie als risk treatment7 min
28. Policy as Risk Treatment Design7 min
29. AI Policy-types: Risk Domain Coverage7 min
30. Training & Review als risk maintenance7 min
QQuiz 6: AI Policy Development
Responsible AI AUP · Quiz 7
31. De AI AUP als risk control7 min
32. AUP Content Design & Structure7 min
33. Communication, Training & Enforcement7 min
34. AUP Incident Metrics & Reporting8 min
QQuiz 7: Responsible AI AUP
Capstones
35. D1 Capstone: Ethics Committee Lab8 min
36. D1 Capstone: Public Sector AI Policy9 min
Domein 2 — Laws, Regulations, Standards & Frameworks
les 37–5825%
AI Privacy · Quiz 8
37. GDPR Principles & Lawful Basis: Risk9 min
38. Art. 22 & DSRs: Governance & Risk7 min
39. PbD & DPIAs: Program Integration7 min
40. Cross-Border Transfers & US Laws: Risk8 min
QQuiz 8: AI Privacy
AI Regulatory Landscape · Quiz 9
41. US Federal AI Obligations8 min
42. Sector Regulations als Compliance Risk8 min
43. Consumer Protection & Employment AI8 min
44. International Frameworks & Program Design8 min
QQuiz 9: AI Regulatory Landscape
EU AI Act · Quiz 10
45. EU AI Act Risk Classification9 min
46. Art. 9–15: Risk Control Map9 min
47. Roles, GPAI, Timeline & Penalty Tiers9 min
QQuiz 10: EU AI Act
NIST AI RMF · Quiz 11
48. NIST AI RMF Overview8 min
49. GOVERN: RMF Risk Foundations8 min
50. MAP: Context & Risk Inventory8 min
51. MEASURE: Risk Analysis Methods8 min
52. MANAGE: Decisions & RMF Profile9 min
QQuiz 11: NIST AI RMF
ISO/IEC 42001 · Quiz 12
53. ISO/IEC 42001 als governance-framework7 min
54. Clauses 4-7: Risk & Leadership7 min
55. Operational Controls & Annex A7 min
56. Evaluation, Improvement & Crosswalks8 min
QQuiz 12: ISO/IEC 42001
Capstones
57. D2 Capstone: Cross-Border AI Governance9 min
58. D2 Capstone: Multi-Framework Alignment9 min
Domein 3 — Governing AI Development
les 59–9327%
AI Transparency & XAI · Quiz 13
59. NIST Definitions: Transparency & XAI7 min
60. XAI Methods & Techniques7 min
61. Regulatory Drivers voor XAI7 min
62. Governance Program Design7 min
QQuiz 13: AI Transparency & XAI
AI Bias & Fairness · Quiz 14
63. AI Bias Taxonomy: Risk Map8 min
65. Impossibility Constraint & Governance7 min
66. Bias Detection & Mitigation8 min
67. Legal Exposure by Sector8 min
QQuiz 14: AI Bias & Fairness
AI Data Governance & Lineage · Quiz 15
68. Data Risk: Governance Roles & Register7 min
69. Data Quality KRIs & Classification8 min
70. Lineage as Risk Evidence & Attestation7 min
71. Training Provenance & Third-Party Risk8 min
72. Data Catalog, Retention & Access Risk8 min
QQuiz 15: AI Data Governance & Lineage
AI Testing, Validation & QA · Quiz 16
73. De AI Testing Pyramid7 min
74. Data Splitting & Leakage Risks7 min
75. Performance Metrics by Task Type7 min
76. Bias Testing, Red-Teaming & Monitoring8 min
QQuiz 16: AI Testing, Validation & QA
Model Risk Management · Quiz 17
77. SR 11-7 & het MRM-framework7 min
78. Model Inventory Design7 min
79. Model Validation: SR 11-7 Pillar7 min
80. AI-Specific MRM Challenges7 min
81. MRM Governance: Lines & MRC8 min
QQuiz 17: Model Risk Management
Human Oversight & HITL · Quiz 18
82. Human-AI Control Spectrum: vier modi7 min
83. HITL Escalation Trigger Design7 min
84. Oversight Mechanisms: Shadow + Override7 min
85. Cognitive Failure Modes in Oversight7 min
86. Regulatory Anchors voor Human Oversight8 min
QQuiz 18: Human Oversight & HITL
AI Incident Response & BCP · Quiz 19
87. AI Incident Response: Risk Lens8 min
88. Detection, Analysis & Declaration7 min
89. Containment & Recovery Execution7 min
90. Regulatory Notification Obligations8 min
91. Post-Incident BCP Recalibration8 min
QQuiz 19: AI Incident Response & BCP
Capstones
92. D3 Capstone: AI Privacy Impact Lab10 min
93. D3 Capstone: AI Compliance Program10 min
Domein 4 — Governing AI Deployment & Use
les 94–12227%
AI Supply Chain & Vendor · Quiz 20
94. AI Vendor Risk Lifecycle8 min
95. Pre-Contract Vendor Due Diligence7 min
96. AI Contract Requirements7 min
97. EU AI Act: Supply Chain Assurance8 min
QQuiz 20: AI Supply Chain & Vendor
AI Procurement & Due Diligence · Quiz 21
98. Procurement als Risk Gate7 min
99. Vendor Risk Register & Assessment7 min
100. RFP Risks, Evaluation Matrix & POC7 min
101. Procurement Governance & Due Diligence7 min
102. Contract Clauses, Exit Risk & Review7 min
QQuiz 21: AI Procurement & Due Diligence
Change Management AI · Quiz 22
103. Change as Risk Vector: ADKAR8 min
104. Change Advisory Board Risk Role9 min
105. Pre-Deployment Risk Gates8 min
106. Rollback as Risk Treatment8 min
107. Stakeholder Mapping for Change Risk9 min
QQuiz 22: Change Management AI
AI Risk Metrics & Reporting · Quiz 23
108. KRI vs KPI: AI Risk Design7 min
109. AI-Specific KRI Catalog8 min
110. Reporting Tiers & Cadence7 min
111. Escalation & Visualization Frameworks7 min
QQuiz 23: AI Risk Metrics & Reporting
AI Security Threats · Quiz 24
112. AI Security Threats als Risk Events8 min
113. Prompt Injection: Risk Treatment8 min
114. Data Poisoning & Adversarial Risk8 min
115. Extraction, Inversion & Supply Chain Risk9 min
116. Defensive Controls as Risk Treatment9 min
QQuiz 24: AI Security Threats
AI Trust & Safety · Quiz 25
117. AI Trust, Safety & Security7 min
118. Hardcoded vs Softcoded Safety Controls8 min
119. Safety-Critical Domains8 min
120. Safety Failure Modes & Assurance8 min
QQuiz 25: AI Trust & Safety
Capstones
121. D4 Capstone: AI Deployment Governance9 min
122. D4 Capstone: Misuse & Deactivation10 min
Examenvoorbereiding
les 124–128
124. D1/D2 Cross-Domain Exam Scenarios7 min
125. D3/D4 Cross-Domain Exam Scenarios7 min
126. Before Your First Practice Exam3 min
QPractice Test 1: Warm-Up
127. After First Practice Exam3 min
QPractice Test 2: Moderate Difficulty
128. Wrapping Up2 min