Simple regression problem where by pre-loaded data I have shown different regression algorithm and their performance on data. Prediction of house price using regression algorithms is widely popular problem in machine learning. By pre-loaded data of Boston House price I have performed regression on dataset. The dataset is already in Scikit-learn module of python , So no need to download it. You will see perfromance of different regression algorithm on this boston dataset. Among the used algorithm the RANDOM FOREST performs the best as you can see.