His book Code is fantastic. He starts at simple battery and lightbulb circuits and builds and builds towards a simple CPU.
He also wrote The Annotated Turing which is a breakdown of Alan Turing seminal paper and you only need high school math to get through it.
When I was in school my favorite course was compiler design and we used Compilers: Principles, Techniques, and Tools (aka the dragon book). It’s one of the best textbooks I’ve used but that was 30 years ago. There might be something better now. Understanding parsers and lexers and (especially) state machines is something that will serve you well.