[Mce20S] is a great book on Bayesian statistics by Richard McElreath. Each chapter is centered on a carefully assembled example, each highlighting a different aspect of the topic. Moreover, he knows how to loosen up complex mathematical content with the right amount of humor.
Not up for reading a book right now? There is also an online lecture series available that you can watch for free.