Im doing software engineering now, but did my undergraduate in ECE. ECE is quite broad. It covers signals & systems, electricity and magnetism, basic circuits, embedded devices, to name a few. What area are you interested in?

Its going to be hard to learn all without a degree, but pick a subarea. How low area are you considering? Embedded shouldn't be a giant transition. Fabricating transitors is a whole other level