ML in JVM

Is it necessary to do ML on the JVM and if so, why? What problems accompany porting ML tools from Python? What can be done in the JVM that cannot or is difficult to do in Python? What JVM tools that already exist can replace ML tools, and what tools are missing from the JVM? How does ML help Java developers?

We will discuss these and other questions, as well as best practices.