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The most powerful application of language models is writing NLP apps
Language models could offer a new way of writing NLP apps, unlocking the vast amounts of knowledge in text all around us.
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Labeling Data is a Mistake
The biggest problems in ML are with data. But labeling data is the least effective way to solve data problems.
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Gating and Depth in Neural Networks
Depth is a critical part of modern neural networks. They enable efficient representations through constructions of hierarchical rules. By now we all know it so I’ll assume I don’t need to convince anyone, but in case you need a refresher it’s basically because we cannot efficiently model many data distributions that appear in the wild… Read more
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