This may not be a sexy idea but one example I can thing of Tom Mitchell’s Machine Learning book, it gives the bare bones of what machine learning is (albeit it

This may not be a sexy idea but one example I can thing of Tom Mitchell’s Machine Learning book, it gives the bare bones of what machine learning is (albeit it is missing some of the newer architectures) but that gives a great overview of how to build these architectures from scratch