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You just can’t very easily make a 160,000-dimensional map, but it turns out you can depict a language pretty very well in a mere thousand or so dimensions – in other words, a universe in which each phrase is selected by a listing of a thousand quantities. They spent this period of time hoping to arrive up with neural-network architectures that could accommodate not only very simple image classifications, which were static, but also complex buildings that unfolded more than time, like language or new music. As Le told me about his shut collaboration with Tomas Mikolov, he kept repeating Mikolov’s name in excess of and above, in an incantatory way that sounded poignant. Hinton advised me he considered at the time that this comply with-up perform would take at minimum five extra years. “If all people in the potential speaks to their Android mobile phone for 3 minutes a day,” he explained to them, “this is how many equipment we’ll require.” They would need to double or triple their world-wide computational footprint.
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