Bayesian Data Analysis, Third Edition [pdf]
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.