I don't think this can realistically happen unless all of the knowledge that brought us to that point was erased. Humans are also naturally curious and I think it's unlikely that no one tries to figure out how the machines work across an entire population, even if we had to start all the way down from 'what's a bit?' or 'what's a transistor?'.
Even today, you can find youtube channels of people still interested in living a primitive life and learning those survival skills even though our modern society makes it useless for the vast majority of us. They don't do it full-time, of course, but they would have a better shot if they had to.