I'm traditionally a textbook person too, but I really like fast.ai. You get to see how to tinker with things in real time (which is often clunky in a textbook), and there's a lot of informal folklore that people don't normally write in academic textbooks. If you're dead set against video you could just work through the notebooks yourself and read the referenced papers on the website.