On: Probabilistic Machine Learning: Advanced Topics

[nextos]

I think it gets to a sufficient depth if you also consider the Supplementary Material and Jupyter Notebooks hosted on GitHub.

But for those with no ML background, the place to start is: https://mml-book.github.io/