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Machine Learning Interview Questions and Answers

Question - How do classification and regression differ?

Answer -

Classification

Regression

  • Classification is the task to predict a discrete class label.
  • Regression is the task to predict a continuous quantity.
  • In a classification problem, data is labeled into one of two or more classes.
  • A regression problem needs the prediction of a quantity.
  • A classification having problem with two classes is called binary classification, and more than two classes is called multi-class classification
  • A regression problem containing multiple input variables is called a multivariate regression problem.
  • Classifying an email as spam or non-spam is an example of a classification problem.
  • Predicting the price of a stock over a period of time is a regression problem.

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