Construct a multivariate neural network
I do not understand your problem, the first layer, i.e. input layer, of your neural net must have a size equal to the number of variables you have. The last layer, i.e. output layer, must have a size which is equal to the number of values you want to predict. Please be kind and tell me what you want to know more specifically, if my answer doesn't satisfy you.