Finding a vector that minimize the MSE of its linear combination
If inputs are the same and you expect multiple outputs, I would recommend you to look at multioutput models which can be of two types :


native multioutput algorithms
multiple single output regressors wrapped together. Sklearn’s multioutput does that.