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AI-900: Understanding Machine Learning Types: Classification, Regression, and Clustering

Discover the different types of machine learning, including classification, regression, and clustering. Learn how a banking system that predicts loan repayment falls under the classification type of machine learning. Explore the world of artificial intelligence and its applications in the financial sector.

Question

A banking system that predicts whether a loan will be repaid is an example of the __________ type of machine learning.

A. Classification
B. Regression
C. Clustering

Answer

A. Classification

Explanation

The correct answer is A. Classification.

Classification is a type of machine learning that assigns labels to data points based on some criteria. For example, a classification model can predict whether an email is spam or not, based on the sender, subject, and content of the email. Similarly, a classification model can predict whether a loan will be repaid or not, based on the borrower’s credit history, income, and other factors.

Regression is a type of machine learning that predicts a continuous numerical value based on the input data. For example, a regression model can predict the price of a house based on its size, location, and features. Regression models are not suitable for predicting categorical outcomes, such as yes or no, or repaid or not.

Clustering is a type of machine learning that groups data points based on their similarity or proximity. For example, a clustering model can segment customers based on their demographics, preferences, and behavior. Clustering models do not make predictions, but rather discover patterns and structures in the data.

Microsoft Azure AI Fundamentals AI-900 certification exam practice question and answer (Q&A) dump with detail explanation and reference available free, helpful to pass the Microsoft Azure AI Fundamentals AI-900 exam and earn Microsoft Azure AI Fundamentals AI-900 certification.

Microsoft Azure AI Fundamentals AI-900 certification exam practice question and answer (Q&A) dump

Alex Lim is a certified IT Technical Support Architect with over 15 years of experience in designing, implementing, and troubleshooting complex IT systems and networks. He has worked for leading IT companies, such as Microsoft, IBM, and Cisco, providing technical support and solutions to clients across various industries and sectors. Alex has a bachelor’s degree in computer science from the National University of Singapore and a master’s degree in information security from the Massachusetts Institute of Technology. He is also the author of several best-selling books on IT technical support, such as The IT Technical Support Handbook and Troubleshooting IT Systems and Networks. Alex lives in Bandar, Johore, Malaysia with his wife and two chilrdren. You can reach him at [email protected] or follow him on Website | Twitter | Facebook

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