Programming frameworks have lots of stuff that becomes obsolete over time. You don't really learn complex, open-ended and expanding mathematical subject like machine learning like you describe.

There is no book you just read and then you understand and now it's behind you. You are constantly making new connections and deepening your understanding when you learn more. Ten years is small time for things to start to sink in and make a connected whole in the mind.