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Topic 1: Machine Learning Fundamentals for Testers
- Model training and evaluation basics
- Supervised and unsupervised learning concepts
Topic 2: AI in Test Automation
- AI-supported test generation
- AI-based defect prediction and analytics
Topic 3: AI System Quality Risks
- Model drift and performance degradation
- Ethical and legal considerations
Topic 4: Testing AI-Based Systems
- Testing ML models
- Data quality and dataset validation
- Bias, fairness, and explainability testing
Topic 5: Introduction to AI in Software Testing
- AI systems overview
- Role of AI in testing
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Which ONE of the following is the BEST option to optimize the regression test selection and prevent the regression suite from growing large? SELECT ONE OPTION
A. Automating test scripts using Al-based test automation tools.
B. Using of a random subset of tests.
C. Identifying suitable tests by looking at the complexity of the test cases.
D. Using an Al-based tool to optimize the regression test suite by analyzing past test results
Explanation: Only visible for PrepAwayTest members. You can sign-up / login (it's free).
Which ONE of the following options describes the LEAST LIKELY usage of Al for detection of GUI changes due to changes in test objects? SELECT ONE OPTION
A. Using a vision-based detection of the GUI layout changes before and after test object changes.
B. Using a pixel comparison of the GUI before and after the change to check the differences.
C. Using a ML-based classifier to flag if changes in GUI are to be flagged for humans.
D. Using a computer vision to compare the GUI before and after the test object changes.
Explanation: Only visible for PrepAwayTest members. You can sign-up / login (it's free).
Which ONE of the following describes a situation of back-to-back testing the LEAST? SELECT ONE OPTION
A. Comparison of the results of a home-grown neural network model ML model with results in a neural network model implemented in a standard implementation (for example Pytorch) for same data
B. Comparison of the results of a neural network ML model with a current decision tree ML model for the same data.
C. Comparison of the results of the current neural network ML model on the current data set with a slightly modified data set.
D. Comparison of the results of a current neural network model ML model implemented in platform A (for example Pytorch) with a similar neural network model ML model implemented in platform B (for example Tensorflow), for the same data.
Explanation: Only visible for PrepAwayTest members. You can sign-up / login (it's free).
discussion
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