CT-AI Exam Questions

Which of the following statements about bias in AI-based systems is MOST correct?

Data used for an object detection ML system was found to have been labelled incorrectly in many cases. Which ONE of the following options is most likely the reason for this problem...

Written requirements are given in text documents, which ONE of the following options is the BEST way to generate test cases from these requirements?

A software component uses machine learning to recognize the digits from a scan of handwritten numbers. In the scenario above, which type of Machine Learning (ML) is this an example...

Al-enabled medical devices are used nowadays for automating certain parts of the medical diagnostic processes. Since these are life-critical process the relevant authorities are co...

Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?

Which ONE of the following approaches to labelling requires the least time and effort?

In a certain coffee producing region of Colombia, there have been some severe weather storms, resulting in massive losses in production. This caused a massive drop in stock price o...

Which ONE of the following types of coverage SHOULD be used if test cases need to cause each neuron to achieve both positive and negative activation values?

Which ONE of the following describes a situation of back-to-back testing the LEAST?

Which ONE of the following options does NOT describe an Al technology related characteristic which differentiates Al test environments from other test environments?

Which ONE of the following combinations of Training, Validation, Testing data is used during the process of learning/creating the model?

Which of the below is NOT a characteristic that makes it difficult to use AI-based systems?

Which of the following options BEST describes an example of reinforcement learning?

Which ONE of the following statements is MOST true in relation to A/B testing?

Which ONE of the following statements provides the BEST description of the AI effect?

While measuring the test coverage of a neural network, a test engineer wants to measure the number of neurons that have each output two activation function results with a minimum d...

Which ONE of the below is MOST likely to be a challenge in ML data preparation?

You are evaluating the use of a highly accurate pre-trained model that is used widely in industry for a similar use case. There is an intention to apply transfer learning technique...

Which ONE of the below is NOT likely to cause a data quality issue affecting a single ML model?

The following confusion matrix represents the functional performance of a classifier. Which ONE of the following is the correct calculation for the accuracy of the classifier?

Which ONE of the following requirements for an AI-based system is MOST likely to cause a challenge for testing?

A data scientist is performing unsupervised learning on a set of financial records relating to previous loan applications, and trying to predict defaults on future loans. They are...

Which ONE of the following is a factor associated with the test data that can create challenges specific to testing AI-based systems?

Which ONE of the following options is an example that BEST describes a system with Al-based autonomous functions?

Which of the following is THE LEAST appropriate tests to be performed for testing a feature related to autonomy?

"AllerEgo" is a product that uses sell-learning to predict the behavior of a pilot under combat situation for a variety of terrains and enemy aircraft formations. Post training the...

ln the near future, technology will have evolved, and Al will be able to learn multiple tasks by itself without needing to be retrained, allowing it to operate even in new environm...

An image classification system is being trained for classifying faces of humans. The distribution of the data is 70% ethnicity A and 30% for ethnicities B, C and D. Based ONLY on t...

A ML engineer is trying to determine the correctness of the new open-source implementation *X", of a supervised regression algorithm implementation. R-Square is one of the function...

"Splendid Healthcare" has started developing a cancer detection system based on ML. The type of cancer they plan on detecting has 2% prevalence rate in the population of a particul...

Which ONE of the following options describes the LEAST LIKELY usage of Al for detection of GUI changes due to changes in test objects?

Which ONE of the following activities is MOST relevant when addressing the scenario where you have more than the required amount of data available for the training?

In a conference on artificial intelligence (Al), a speaker made the statement, "The current implementation of Al using models which do NOT change by themselves is NOT true Al*. Bas...

An ML engineer performing supervised learning needs to label images of football games based on the location of the football in the image. Which ONE of the below labeling approaches...

Which ONE of the following statements about a system MOST describes an autonomous system?

A test engineer is planning testing for a wearable medical device using AI. The medical device will detect possible heart issues in patients and dispatch emergency services automat...

A test engineer is planning the best functional performance metrics to evaluate an unsupervised learning model. The model groups data points based on their similarity. The test eng...

You are conducting a user acceptance test of a decision-support recommendation system used in a data processing business. In addition to testing the functional performance of the r...

Which ONE of the following statements BEST describes a testing challenge that specifically applied to a self-learning system?

Which ONE of the below statements BEST describes how combinatorial testing can be applied to AI-based systems?

You have been asked for your opinion on the ML approach to be used for a new age verification system. A training dataset is available with many pictures of faces and the subject's...

Which ONE of the following statements is MOST true about black-box adversarial testing?

A facial recognition system is being deployed at airports in order to scan passengers' faces and compare them to a database of vaccinations, in order to identify unvaccinated passe...

Which ONE of the following statements BEST describes how system complexity can cause challenges when testing an AI-based system?

You are a test manager planning testing for an invoice financing company. The company buys unpaid invoices from companies and provides them with immediate cash. The company is repl...

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 usi...

"BioSearch" is creating an Al model used for predicting cancer occurrence via examining X-Ray images. The accuracy of the model in isolation has been found to be good. However, the...

Before deployment of an AI based system, a developer is expected to demonstrate in a test environment how decisions are made. Which of the following characteristics does decision m...

Which of the following are the three activities in the data acquisition activities for data preparation?