Results

#Score of different models

Multiple Linear Regression :                 [0.95529275395922, 0.9592087397324546]
K-Nearest Neighbor Regression :              [0.6539532445012386, 0.7113285959321889]
Decision Tree Regression :                   [0.9424055315531538, 0.9999970219851431]
Random Forest Regression :                   [0.9955223200241102, 0.994918794114867]
Lasso Regression :                           [0.5794061855986108, 0.5956397566205298]
Ridge Regression :                           [0.9553578062484975, 0.9592051461124446]
Elastic Regression :                         [0.6023329162436644, 0.6166050194790964]



Best of them all : Random Forest Regression