The Philosophy of Model-Based Machine Learning

The typical machine learning playbook is that you get the data sets, you look at the structure of the features and tweak things until you can ramp up predictive accuracy. The model-based machine learning approach is taking a different philosophy for building a model. Rather than being a hammer in search of a nail, you should say, all right, let me think about the process that generated this data.