~/talk

Why you can't afford to ignore deep learning

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Argues deep learning already outperforms humans on vision and speech tasks, cites a state-of-the-art algorithm for early detection of lung cancer built with standard deep nets and developed in months with surprisingly strong results, emphasizes 10x improvement in survival odds when cancer is detected early, describes speech systems trained end-to-end on waveforms, lists Theano/TensorFlow/MXNet and GPU/custom hardware, and frames human+machine augmentation as the route to clinical adoption.

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