synapticz

3.4 Technical Testing, Validation & Verification

by Synapticz Media
Oct 22, 2026
5 quizzes
Public
FREE

Overview & Study Guide

Browse chapters and quizzes

Robustness, safety, security audits, red teaming, explainability evaluation, and pre-deployment verification.

Explore this collection

Browse the topics and quizzes below. Expand or collapse any branch to focus on a subject.

Quiz Book Content

5 quizzes

Showing 1–5 of 5 quizzes · Page 1 of 1

Model Performance Validation: Disaggregated Metrics & Parity Audits

Model Performance Validation: Disaggregated Metrics & Parity Audits

Master model performance validation, disaggregated subgroup evaluation, and demographic parity audits for the IAPP AIGP credential. Covers confusion matrix metrics, Precision-Recall trade-offs, intersectional bias audits, disparate impact ratios, and standards alignment under EU AI Act Article 10 and NIST AI RMF MEASURE.

ai-governance
FREE
Start Quiz
Robustness, Out-of-Distribution (OOD) Testing & Stress Testing

Robustness, Out-of-Distribution (OOD) Testing & Stress Testing

Master AI robustness verification, Out-of-Distribution (OOD) testing, and stress testing under ISO/IEC TR 24029 and EU AI Act Article 15. Covers covariate shift detection, input corruption resilience, uncertainty quantification, conformal prediction, and softmax calibration failure modes.

ai-governance
FREE
Start Quiz
Security Testing: Adversarial Attacks, Poisoning & Model Inversion

Security Testing: Adversarial Attacks, Poisoning & Model Inversion

Master adversarial machine learning security testing, data poisoning defense, and privacy-preserving mitigations under MITRE ATLAS and ISO/IEC TR 24028. Covers evasion attacks (FGSM, PGD), training corpus poisoning, membership inference, model inversion, extraction attacks, and differential privacy controls.

ai-governance
FREE
Start Quiz
Generative AI Red Teaming: Jailbreaking, Prompt Injections & Hallucination Audits

Generative AI Red Teaming: Jailbreaking, Prompt Injections & Hallucination Audits

Master Generative AI red teaming, prompt injection defenses, jailbreak mitigations, and hallucination audits for the IAPP AIGP certification. Covers direct vs. indirect prompt injection under OWASP Top 10 for LLMs, NIST AI 600-1 Generative AI Profile, and systemic risk evaluations under EU AI Act Article 55.

ai-governance
FREE
Start Quiz
Explainability & Interpretability Methods: SHAP, LIME & Counterfactuals

Explainability & Interpretability Methods: SHAP, LIME & Counterfactuals

Master AI explainability and interpretability methods, post-hoc explainers, SHAP, LIME, and counterfactual recourse for the IAPP AIGP certification. Covers local vs. global interpretability, Shapley value axioms, counterfactual explanations, fidelity limitations, and GDPR Article 13–15 "meaningful information" requirements.

ai-governance
FREE
Start Quiz