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What is residual in the context of linear regression?

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asked in Machine Learning Interview Questions by (500 points)  
  

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The difference between the observed value of the dependent variable (y) and the predicted value (ŷ) is called the residual (e). Each data point has one residual. Both the sum and the mean of the residuals are equal to zero.

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