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Production/Consumption
Elastic Model
Lasso Model
Multiple Regression Model
Ridge Model
World Energy
Oil Predictions - Ridge Model
These figures are reflecting the Ridge machine learning model for oil production and consumption. See below for statistical results.
Oil Production
Oil Consumption
Historic MSE = 0.4697
Historic MSE = 0.2394
Historic R-Square = 0.5303
Historic R-Square = 0.7606
Future MSE = 0.8338
Future MSE = 0.8313
Future R-Square = 0.1661
Future R-Square = 0.1687