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Can linear regression predict categories?

No, it is used for continuous numerical predictions. For categories, use Logistic Regression.

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More FAQs in What is Linear Regression? A Beginner Friendly Guide

Simple regression uses one input variable, while multiple regression uses two or more input variables to make predictions.

When the model learns noise in the training data, leading to a complex line that performs poorly on test data.

It means 85% of the variance in the target variable is explained by the input features in your model.

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