Machine Learning, Regression, Data Science.
you perform the feature scaling to have all the predictors on same scale (using StandardScaler i.e. Z-score standardization) for faster convergence. So you need to know direction in which to take the step i.e. how much the cost function will change if you change θj (partial derivative of the cost