1. Assume that you found a logistic regression model defined by the parame- ters (w, b) by minimizing (3) for S, that separates the data. Is the model also optimal (in the sense of (3)) for the data set S2? Is the decision bound- ary also optimal (in the sense of (3) ) for the data set S2? Provide a rigorous proof for your