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predicted value of Y will be 151.0082 when all the other features are equal to 0. The β₁ coefficient is the average change in Y for a one-unit change in X₁, which is the Feature_1 variable. In this case, a one-unit increase in Feature_1 is going to represent an increase of about 29.2540 in the