Adding Interaction Terms Preliminaries /* Load libraries */ from sklearn.linear_model import LinearRegression from sklearn.datasets import load_boston from sklearn.preprocessing import PolynomialFeatures import warnings /* Suppress Warning */ warnings.filterwarnings(action=”ignore”, module=”scipy”, message=”^internal gelsd”) Load Boston Housing Dataset /* Load the data with only two features */ boston = load_boston() X = boston.data[:,0:2] y = boston.target Add Interaction Term …
Gradient Boosting Machine (GBM) is a powerful machine learning algorithm that is used for both classification and regression tasks. It is a type of ensemble learning method, which means it combines multiple weak models to create a strong model. GBM is a popular algorithm for data science and machine learning projects because it is …