I have a similar experience. For the last 10 months I've had the opportunity to use Keras at work. While reading deep learning articles prior to that gave me an idea of what I needed to know, it was no substitute for experience. In a lot of ways it parallels learning monads. It is something that has to be experienced. As an aside we're now at peak VAE tutorials in the same way we hit peak monad tutorials a few years back.