Here are some good resources for Bayesian Statistics self-learning.
Textbooks “A Student’s Guide to Bayesian Statistics”: Easy to understand, also with problem and solution available on the author’s personal blog. There are also lots of other useful Bayesian resources on his blog, for example, the Bayesian lecture slides, definitely deserve to check!