It isn't first principles, but I would recommend 3blue1brown's ongoing series about neural networks [0]. I think there's a benefit to seeing the high level overview helps understand the purpose of the pieces as your learning them; it can help with motivation. Or watching overviews like this after the fact it can help bridge connections theory may not elucidate.