How can I define my score function at LinearRegression model?

How can I define my score function at LinearRegression model?

The problem is as simple as the title. I want to train a model based on my
score function and not on lest square distances that LinearRegressionModel
uses.
The only place that I found to declare your own score function is on model
evaluation algorithms.