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Re:Optimization Methods for Large-Scale Machine Learning by x0x0 on Tuesday June 21, 2016 @02:47PM (#11948297)
Sure, you can build highly reliable supercomputers. But the majority of us are running on google style networks of mostly-reliable boxes. I worked for a company that built distributed ML software, and even at eg hundreds of boxes you will regularly see failures. Customers will be very unhappy unless your code tolerates that.

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