AWS Certified Machine Learning Engineer – Associate (MLA-C01) — Question 57

A company has historical data that shows whether customers needed long-term support from company staff. The company needs to develop an ML model to predict whether new customers will require long-term support.
Which modeling approach should the company use to meet this requirement?

Answer options

• A. Anomaly detection
• B. Linear regression
• C. Logistic regression
• D. Semantic segmentation

Correct answer: C

Explanation

The correct choice is C, Logistic regression, as it is suitable for binary classification tasks like predicting the need for long-term support. Options A and D are not appropriate for this type of prediction, while B, Linear regression, is designed for continuous outcomes rather than categorical ones.