What is the primary purpose of linear regression in machine learning?

Practice Questions

Q1
What is the primary purpose of linear regression in machine learning?
  1. To classify data into categories
  2. To predict a continuous outcome variable
  3. To cluster similar data points
  4. To reduce dimensionality of data

Questions & Step-by-Step Solutions

What is the primary purpose of linear regression in machine learning?
  • Step 1: Understand that linear regression is a method used in machine learning.
  • Step 2: Know that it helps us make predictions.
  • Step 3: Identify that the predictions are about a continuous outcome variable, which means it can take any value (like height, weight, or temperature).
  • Step 4: Recognize that we use one or more predictor variables (these are the factors that influence the outcome, like age or hours studied).
  • Step 5: Conclude that the primary purpose of linear regression is to find a relationship between the predictor variables and the outcome variable to make accurate predictions.
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