Turns out generating a ML model is pretty easy too, even after training in Python. There's a simple 2 or 3 line conversion from keras/sklearn to an ML model.

http://stsievert.com/blog/2017/06/11/coreml/

I verified this because I'm a graduate student studying ML and I'll likely use this.