Weighted Linear Combination of Classifiers

Question

I am trying to build an ensemble of classifiers whereby I want my algorithm to learn a set of weights such that it can weight the outputs of different classifiers for a set of data points.

I am wondering, how would I go about learning these weights? I tried using automatic differentiation but the weights are not moving at all (no gradient information).

Does anyone know how I can fix this?