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Definition

Linear Regression

Linear Regression is a foundational statistical method and supervised learning algorithm used to model the relationship between a dependent variable and one or more independent variables by fitting a linear equation to observed data.

Frequently Asked Questions

What is the equation for simple linear regression?

y = mx + b where y is the target, x is the feature, m is the slope (weight), and b is the intercept (bias).

What is Ordinary Least Squares (OLS)?

OLS is a method for estimating the parameters in linear regression by minimizing the sum of squared residuals (errors) between predicted and actual values.

Quick Facts

  • CategoryFoundational AI
  • Key ApplicationValue prediction, trend forecasting, and baseline machine learning benchmarks

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