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The Importance of Benchmarks in Machine Learning
Andre Kapati has recently been talking a lot of trash about Imogenet. He says it doesn't capture the real world-ness of things. We need to have data sets benchmarks that have the unpredictability and edge cases, he says. And one thing I've seen great progress on in the last couple of years is this notion of deep learning at scale.