There is a Further Reading section of the Wikipedia page on Bayesian Inference I am working through. PTTLOS is under the "Advanced" subsection, but there are plenty of titles in the "Elementary" subsection that probably constitute a good buildup.

https://en.wikipedia.org/wiki/Bayesian_inference#Further_reading