Results - Previous Models

('Regression Coefficients (co-ef, intercept): ', array([[-0.72043952]]), array([ 76.85926264]))

('RMSE for Logarithmic Model:', 18.267888287745343)

('MAE for Logarithmic Model:', array([ 14.4996695]))

('Regression Coefficients for Linear Model (co-ef, intercept): ', array([[-0.20340121]]), array([ 77.29657469]))

('RMSE for Linear Model:', 18.277001257419702)

('MAE for Linear Model:', array([ 14.51024666]))

('Regression Coefficients (co-ef, intercept): ', array([[ 0.00024704]]), array([ 77.09772804]))

('RMSE for Inverse Square Model:', 18.277583175161464)

('MAE for Inverse Square Model:', array([ 14.50925512]))

('Regression Coefficients (co-ef, intercept): ', array([[ 0.13592355]]), array([ 76.81268147]))

('RMSE for Inverse Model:', 18.272353532840647)

('MAE for Inverse Model:', array([ 14.50032124]))

('Regression Coefficients (co-ef, intercept): ', array([[-0.80822957]]), array([ 76.82454659]))

('RMSE for Logarithmic Model:', 17.909231963880185)

('MAE for Logarithmic Model:', array([ 14.19790979]))

('Regression Coefficients for Linear Model (co-ef, intercept): ', array([[-0.40009364]]), array([ 77.48377963]))

('RMSE for Linear Model:', 17.919228878296373)

('MAE for Linear Model:', array([ 14.21173595]))

('Regression Coefficients (co-ef, intercept): ', array([[ 0.00026538]]), array([ 77.09759634]))

('RMSE for Inverse Square Model:', 17.921748994435315)

('MAE for Inverse Square Model:', array([ 14.21081822]))

('Regression Coefficients (co-ef, intercept): ', array([[ 0.13498715]]), array([ 76.81192832]))

('RMSE for Inverse Model:', 17.91615779896615)

('MAE for Inverse Model:', array([ 14.20093127]))