Add named feature names in constraints

Update sign constraints definition

Add examples in documentation

Add range constraints and documentation

Validate sign constraints

Let X be numpy array and make constraints refer to column indices ins…

…teaf of names

Add support for sample weights

Add ridge parameter

First release