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Been Kim: Interpretable Machine Learning
The Gradient: Perspectives on AI
Machine Learning - What's Your Worst Fear?
The core value that interpretability field is trying to contribute is to reveal that unknown, unknown. It's true even software engineer, right? If we do, then we never have websites going down. So in machine learning model case, what was more difficult is that there's these things that only machines know that humans don't yet have language for. Like I move 37 in Alpha Go, that Alpha Go made against the World Go champion, he said, or in 2016, that move 37, people can go still talking about that move. like, it's just out of human, right?
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