I find that going to the original paper generally does the trick. When an idea is new, the author will spell the details more carefully.

SilasBarta mentions difficulty with Boltzmann machines, Ackley et al.'s article is actually quite detailed, including a proof of the learning algorithm http://tinyurl.com/q4azfl