Representation of Machine Learning Models - Blog

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Open Neural Network Exchange (ONNX)¶

https://github.com/onnx

https://github.com/onnx/onnxmltools

Predictive Model Markup Language (PMML)¶

https://github.com/jpmml/sklearn2pmml

PMML4S is a PMML (Predictive Model Markup Language) scoring library for Scala. It provides both Scala and Java Evaluator API for PMML.

JPMML-Evaluator is a Java evaluator API for PMML.

[Plain Old Java Object (POJO)]¶

H2O supports exporting models into POJO (JAR) files.

MLeap¶

Pickle¶

Some Python libraries support serializaing a model into pickle format.

Save and Load Models in PyTorch¶

https://pytorch.org/docs/stable/notes/serialization.html#recommend-saving-models

PyTorch -> ONNX -> TensorFlow¶

onnx/onnx-tensorflow#491

https://towardsdatascience.com/converting-a-simple-deep-learning-model-from-pytorch-to-tensorflow-b6b353351f5d