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The Simple Math of Everything

I've been reading a book similar to what you have in mind I think. It's "Mathematics: From the birth of numbers" ( It starts very basic but covers all sorts of advanced topics. It's designed for someone with no higher math learning. I'm about 1/4 of the way through it and so far very impressed.