ISTQB · Topic 6 of 17
Machine Learning Model Testing
K3 metamorphic testing objective (~180 min). Model testing fundamentals, metamorphic testing, A/B + back-to-back + pairwise, adversarial, explainability.
7 lessons703 questions
What this topic covers
- 01Model Testing Fundamentals360m
- 02Metamorphic Testing for ML360m
- 03A/B Testing, Back-to-Back Testing, and Pairwise Testing300m
- 04Adversarial Testing for ML Models300m
- 05Explainability and Interpretability Testing360m
- 06Chapter Review and Practice Questions360m
- 07Follow-up test cases and regression metamorphic relations300m
Other topics in CT-AI — AI Testing
Introduction to Artificial Intelligence7 lessonsIntroduction to AI6 lessonsMachine Learning Overview6 lessonsInput Data Testing6 lessonsML Data6 lessonsML Functional Performance Metrics6 lessonsMachine Learning Functional Performance Metrics6 lessonsTesting Generative AI Systems6 lessonsQuality Characteristics for AI-Based Systems4 lessonsTesting AI-Specific Quality Characteristics6 lessonsML Neural Networks and Testing6 lessonsTesting AI-Based Systems Overview6 lessonsTest Environments for AI-Based Systems6 lessonsMachine Learning Development Testing3 lessonsUsing AI for Testing6 lessonsMethods and Techniques for Testing AI6 lessons