Jeff Dean, leader of the Google Brain project, told an audience at the Hot Chips conference that neural networks need specialized computers to perform a small handful of specific operations that make up the vast majority of machine learning models.
from EETimes: http://www.eetimes.com/document.asp?doc_id=1332185&_mc=RSS_EET_EDT
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