You need to tune alpha and beta with your cross validation set.
AutoML is framework which does this automatically for you. But just like other hyper-parameters, You will have to do it manually for now.
I am working on a project to update such hyperparameters as well from cross-validation set. Will update once I complete it. Till then, happy tuning!!