Model-Based Machine Learning(mbmlbook.com)
mbmlbook.com
Model-Based Machine Learning
http://mbmlbook.com/toc.html
2 comments
Skimming this, it mostly focuses on Bayesian probabalistic models. I think these are underutilized in machine learning tasks, especially since it can be so easy nowadays with tools like PyMC and fast variational methods. If you have a reasonable data-generating model in mind, that information should be incorporated into the prior.