This is a far gentler introduction, and the rest of the blog is pretty good too: https://www.countbayesie.com/blog/2016/5/1/a-guide-to-bayesi...

Edit: this is a different take on the subject but an enjoyable and accessible read too: http://mbmlbook.com/toc.html