What are the labels you want to predict? Maybe some unsupervised clustering method would already be suitable? Also you might start with an already trained netwo

What are the labels you want to predict? Maybe some unsupervised clustering method would already be suitable? Also you might start with an already trained network and just change the prediction layer, which might save a ton time and effort.