Root Mean Square Error (RMSE) is the standard deviation of the residuals (prediction errors). Residuals are a measure of how far from the regression line data points are. The RMSE is defined as the squared root of Mean Squared Error(MSE).
The standard deviation of the residuals (prediction errors).