Another good one to read is Statistical Rethinking via https://xcelab.net/rm/statistical-rethinking/. A bit easier to understand than Gelman's book, but together, these give you an amazing foundation in modern bayesian analysis.
Cam's book, mentioned also in the comments, is also wonderful.
Cam's book, mentioned also in the comments, is also wonderful.