For the two Linear Regression Models the R-Squared values in the train and test sets are as follows:

You fit two linear regression models for the same data, where the first one gives an RMSE value of 3.78, and the second returns a value of 6.33. 

R-squared values in the train and test sets are as follows:

Model R-squared (on train set) R-squared (on test set)
First Model 0.85 0.61
Second Model 0.74 0.72

 

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