We have a small set of example models here: GitHub - tensorflow/java-models: Models in Java 12
TensorFlow Java doesn’t have access to all of the gradients available in TensorFlow as many are implemented in python, so some models can’t be specified entirely in Java yet, but we’re working to build out the set.