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Is Multi-Task Learning Your Song?
Multi-task learning might be your song, you're calling it practical or pragmatic. That might be the thing that achieves something very counterintelligence while we're trying to solve the more general problem of self-supervised learning of background knowledge. I've been very impressed by what Tesla Autopoly team is doing. They're studying the problem of driving and asking, okay, what are all the things you have to perceive? And the way they're solving it is one, there's an ontology where you're formulating a bunch of different tasks.