Mastering Simple Linear Regression

Logistic regression

Multiple linear regression

Polynomial regression

Simple linear regression (correct)

To make the sum of squared deviations as large as possible

To find a non-vertical straight line (correct)

To predict the independent variable values as a function of the dependent variable

To measure the accuracy of each predicted value

Least absolute

Least squares

Maximum likelihood

Ordinary least squares (OLS) (correct)