As a CE/EE myself, I feel your pain. This area of engineering seems to have such a high barrier to entry. I imagine that is mostly because of the production cost and most necessary software tools still being heavily license based with their physical counterparts being prohibitively expensive as well.

It's just easier to play around with software until you find something novel.