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1 Reddit comment about Bayesian Epistemology:

u/oneguy2008 ยท 4 pointsr/askphilosophy

Great to hear you're interested in learning more about formal epistemology!
If you just want enough understanding to read most formal epistemology papers directed at nonspecialists, any of a number of textbooks on formal methods for philosophers is the place to start. An example is Hansson and Hendricks but if you just search phrases like "introduction to formal philosophy" or "mathematics for philosophers" you'll probably turn up many more.

If you want a stronger background in formal epistemology, Bovens and Hartman is a classic. Howson and Urbach is good but too hard. Mike Titelbaum has been working on an easier book like Bovens and Hartman for some time. I don't think it's out yet but I'm not sure.

Hope this helps.