Free CT-AI Practice Test Questions and Answers (2026) | Cert Empire

A bank wants to use an algorithm to determine which applicants should be given a loan. The bank hires a data scientist to construct a logistic regression model to predict whether the applicant will repay the loan or not. The bank has enough data on past customers to randomly split the data into a training data set and a test/validation data set. A logistic regression model is constructed on the training data set using the following independent variables: Gender Marital status Number of dependents Education Income Loan amount Loan term Credit score The model reveals that those with higher credit scores and larger total incomes are more likely to repay their loans. The data scientist has suggested that there might be bias present in the model based on previous models created for other banks. Given this information, what is the best test approach to check for potential bias in the model?

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? SELECT ONE OPTION

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

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 the above information, which of the following options BEST describes the situation of this image classification system? SELECT ONE OPTION

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

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

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? SELECT ONE OPTION

A company producing consumable goods wants to identify groups of people with similar tastes for the purpose of targeting different products for each group. You have to choose and apply an appropriate ML type for this problem. Which ONE of the following options represents the BEST possible solution for this above-mentioned task? SELECT ONE OPTION

Which ONE of the following characteristics is the least likely to cause safety related issues for an Al system? SELECT ONE OPTION

Upon testing a model used to detect rotten tomatoes, the following data was observed by the test engineer, based on certain number of tomato images. For this confusion matrix which combinations of values of accuracy, recall, and specificity respectively is CORRECT? SELECT ONE OPTION