I am not getting anything out of building my own pipeline. I am using Pytorch. Do you know something similiar to Google ML Engine for Pytorch where I can upload my model and it will provide an api for inference?
I only know about the Google one. Looks like they have added support for scikit-learn, XGBoost, Keras, and TensorFlow (in-beta). So, you might be able to just use it by porting some of your stuff. I'd just run through the examples to see if it'll work for what you want.