You’ve an answer now. Deep Java Library, an open source library for Java Developers. To know more — https://djl.ai/
Also, read the following Medium blog posts

1. https://towardsdatascience.com/deep-java-library-djl-a-deep-learning-toolkit-for-java-developers-55d5a45bca7e
2. https://towardsdatascience.com/introducing-deep-java-library-djl-9de98de8c6ca