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ISQI CT-AI_v1.0_World Questions & Answers - in .pdf

CT-AI_v1.0_World pdf
  • Total Q&A: 40
  • Update: Sep 09, 2026
  • Price: $59.99
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  • Vendor: ISQI
  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
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ISQI CT-AI_v1.0_World Q&A - Testing Engine

CT-AI_v1.0_World Study Guide
  • Total Q&A: 40
  • Update: Sep 09, 2026
  • Price: $59.99
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  • Vendor: ISQI
  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
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ISQI CT-AI_v1.0_World Exam Overview:

Certification Vendor:iSQI / ISTQB
Exam Name:ISTQB Certified Tester AI Testing (v1.0)
Exam Number:CT-AI_v1.0_World
Related Certifications:ISTQB Certified Tester Foundation Level (CTFL)
Available Languages:French, Spanish, German, English, Polish, Brazilian Portuguese
Exam Duration:60 (75 for non-native language)
Exam Price:US$87.29 - US$213.00 / €240.00 (varies by region)
Exam Format:Multiple Choice Questions (single/multiple answer)
Certificate Validity Period:Lifetime
Passing Score:65% (31 out of 47 points)
Real Exam Qty:40
Recommended Training:iSQI Training Partners
ISTQB Accredited Training Providers
Exam Registration:iSQI Official Registration
Pearson VUE
Sample Questions:ISQI CT-AI_v1.0_World Sample Questions
Exam Way:In-person test center or online remote proctored (FLEX exam)
Pre Condition:ISTQB Certified Tester Foundation Level (CTFL) certification required
Official Syllabus URL:https://istqb.org/certifications/certified-tester-ai-testing-ct-ai-retiring/

ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Using AI for Testing Activities10%- Regression optimization, test analysis
- Test case generation, defect prediction
Topic 2: ML Functional Performance Metrics11%- ROC, AUC, MSE, silhouette coefficient
- Confusion matrix, accuracy, precision, recall
Topic 3: ML Data10%- Data quality issues and impact
- Data acquisition, preprocessing, labeling
Topic 4: Introduction to AI10%- AI technologies and frameworks
  • 1. AI hardware and AIaaS
    - AI definitions and types
    • 1. AI vs conventional systems
      • 2. Narrow, General and Super AI
        Topic 5: Testing Quality Characteristics11%- Testing transparency, fairness, robustness
        - Explainability and reliability testing
        Topic 6: Test Environment for AI Systems2%- Data and infrastructure requirements
        Topic 7: Testing AI-Based Systems11%- Specific challenges and risks
        - Test strategy and approach
        Topic 8: Quality Characteristics for AI-Based Systems10%- Ethics, bias, transparency and safety
        - Flexibility, adaptability, autonomy
        Topic 9: Neural Networks and Testing4%- Structure of neural networks
        - Coverage measures for deep learning
        Topic 10: Machine Learning (ML) Overview11%- ML workflow, overfitting, underfitting
        - Supervised, unsupervised, reinforcement learning
        Topic 11: AI-Based System Testing Methods17%- Model validation and verification
        - Adversarial testing, bias testing

        ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:

        Question #1

        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 the current neural network ML model on the current data set with a slightly modified data set.
        C. 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.
        D. Comparison of the results of a neural network ML model with a current decision tree ML model for the same data.


        Question #2

        Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
        SELECT ONE OPTION

        A. Test data being sourced from public sources.
        B. Nature of data constantly changes with lime.
        C. Compliance needs require proper care to be taken of input personal data.
        D. Data for the use case is being generated at a fast pace.


        Question #3

        A system was developed for screening the X-rays of patients for potential malignancy detection (skin cancer).
        A workflow system has been developed to screen multiple cancers by using several individually trained ML models chained together in the workflow.
        Testing the pipeline could involve multiple kind of tests (I - III):
        I.Pairwise testing of combinations
        II.Testing each individual model for accuracy
        III.A/B testing of different sequences of models
        Which ONE of the following options contains the kinds of tests that would be MOST APPROPRIATE to include in the strategy for optimal detection?
        SELECT ONE OPTION

        A. I and III
        B. Only II
        C. I and II
        D. Only III


        Question #4

        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. Using of a random subset of tests.
        B. Using an Al-based tool to optimize the regression test suite by analyzing past test results
        C. Identifying suitable tests by looking at the complexity of the test cases.
        D. Automating test scripts using Al-based test automation tools.


        Solutions:

        Question #1
        Answer: D
        Question #2
        Answer: D
        Question #3
        Answer: C
        Question #4
        Answer: B

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