Solved by rasbt in post #2 
              
              
                If I resample the training dataset to 10:1, I don’t think I should put any weights. Is that correct or we still need to put some weights to the smaller class. 

I think this has essentially (approximately) the same effect as weighting. Say you have made a prediction on a certain minority sample. If…