Don't machine learning books kind of fill that gap? e.g. Bishop uses probabilistic reasoning, Elements of Statistical Learning seems to be heavy on frequentist

Don't machine learning books kind of fill that gap? e.g. Bishop uses probabilistic reasoning, Elements of Statistical Learning seems to be heavy on frequentist stats (haven't read it though), etc.