CT-AI Exam Questions

A team of software testers is attempting to create an AI algorithm to assist in software testing. This particular team has gone through over 40 iterations of testing and cannot aff...

Which of the following is one of the reasons for data mislabelling?

A company is using a spam filter to attempt to identify which emails should be marked as spam. Detection rules are created by the filter that causes a message to be classified as s...

An airline has created a ML model to project fuel requirements for future flights. The model imports weather data such as wind speeds and temperatures, calculates flight routes bas...

Which of the following is an example of an input change where it would be expected that the AI system should be able to adapt?

You are using a neural network to train a robot vacuum to navigate without bumping into objects. You set up a reward scheme that encourages speed but discourages hitting the bumper...

There is a growing backlog of unresolved defects for your project. You know the developers have an ML model that they have created which has learned which developers work on which...

Which of the following problems would best be solved using the supervised learning category of regression?

Which of the following is a problem with AI-generated test cases that are generated from the requirements?

Which of the following approaches would help overcome testing challenges associated with probabilistic and non-deterministic AI-based systems?

Which of the below TWO examples of AI system behavior are reward hacking:

Which ONE of the below types of testing is NOT a type of experience-based testing applied to an AI-based system?

A robotic AI-based system is being built by a logistics company to operate within its unmanned warehouses. The warehouses can all be very different and new ones are being added eac...

Which ONE of the below statements BEST describes why test environments for autonomous systems might need to be different to other test environments?

Which ONE of the following would be the LEAST effective input to an AI-based test optimization process?

Which ONE of the following statements is true about dynamic testing for inappropriate bias?

Which ONE of the following options for a test basis would give the LEAST coverage when using AI-based test generation?

Which ONE of the following would be the MOST effective input to an AI-based defect prediction tool?

In which ONE of the following situations would an ML model be MOST effective at determining the criticality of new defects?

Which of the following technologies for implementing AI is considered to be a reasoning technique?

Which of the following describes the AI effect?

A system is to be developed to detect lung cancer using X-ray images. Which statement BEST describes the difference between a conventional system and an AI system with supervised m...

You are developing a "flower" ML model... Which of the following describes an objection that you can NEGLECT in your risk assessment?

Which characteristic of AI-based systems makes it difficult to ensure they are safe (e.g., not harming humans)?

Which statement regarding flexibility and adaptability of AI-based systems is correct?

The training of an ML model... What type of bias is LEAST important to look for when testing the model?

Which of the following statements about explainable AI is correct?

Which supervised-learning classification/regression statement is correct?

Which of the following statements about reinforcement learning is correct?

Which of the following options is an example of the concept of overfitting?

Which machine learning approach is most suitable for predicting customer purchase probability?

Which data-labeling approach uses a two-step process where labeling is first done by a tool and then verified or completed by a human?

Which statement regarding data preparation in the ML workflow is correct?

Which of the following descriptions of quality aspects of a data set is correct?

Which statement regarding the use of training, validation, and test data sets is correct?

Which of the following statements about ML functional performance metrics is correct?

Which option gives the correct values for accuracy and precision from the confusion matrix?

Which performance metric is BEST suited to assess the quality of trained models detecting fraudulent credit card transactions?

Which of the following statements about the structure and function of neural networks is true?

Which of the following neural network coverage criteria can be adapted for its application?

Which statement describes factors related to test data that make testing AI-based systems difficult?

Which statement about testing levels for AI-based systems is correct?

Which statement about automation bias is correct?

Which of the following decisions is BEST as a test approach for the described situation?

Which challenge to testing self-learning systems puts you at risk of a data attack?

How can a tester check the system for bias as part of a review of data sources, acquisition, and preprocessing?

Which statement regarding testing transparency, explainability, or interpretability is MOST correct?

Which AI-specific test objective and acceptance criterion should be selected MOST LIKELY for testing GPT_Legal?

Which statement about testing to prevent data poisoning and adversarial attacks is correct?

Which statement regarding pairwise testing in an AI-based automotive lane-keeping assist system is correct?