Up to speed fast, no integrals, very intuitive approach.
Doing Bayesian Data Analysis
This is the easiest book. If your goal is only to create simple models and you aren’t interested in understanding the details, then this is the book for you.
A Student’s Guide to Bayesian Statistics
This book has the opposite focus of the Dog book. Here the author slowly goes through the philosophy of Bayes with an intuitive mathematical approach.
Regression and Other Stories
Good if you want a slower and thorough approach where you also learn the Frequentest perspective.
Bayesian Data Analysis
The most advanced text, very math heavy, best as a second book after reading one or two of the others, unless you are already a statistician.
I have written a review of the 5 most popular Applied Bayesian Statistics books
Where I recommended:
Statistical Rethinking
Up to speed fast, no integrals, very intuitive approach.
Doing Bayesian Data Analysis
This is the easiest book. If your goal is only to create simple models and you aren’t interested in understanding the details, then this is the book for you.
A Student’s Guide to Bayesian Statistics
This book has the opposite focus of the Dog book. Here the author slowly goes through the philosophy of Bayes with an intuitive mathematical approach.
Regression and Other Stories
Good if you want a slower and thorough approach where you also learn the Frequentest perspective.
Bayesian Data Analysis
The most advanced text, very math heavy, best as a second book after reading one or two of the others, unless you are already a statistician.