At times the going is tough even if you are a physics professor, because Pais accurately captures the process of discovery which was often messy with unfamiliar equations, strange logical jumps, or subtle mistakes.
I would not recommend the book unless you have taken courses in quantum mechanics, statistical physics and general relativity.
(Historically quantum mechanics and statistical physics were developed together, even though now we see one as more fundamental than the other.)