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Waymo is the first and only company operating a fully autonomous ride-hailing service to the public in the U.S. Over the years, we have been leaning more and more heavily on machine learning for all parts of our stack. As we continue to scale and advance our Driver, we want to get more out of the miles that we drive.
CSAIL's Srini Devadas and his group ackles the problems of private learning where an owner wishes to outsource a training task to an honest-but-curious server, while keeping its data private, and private collaborative learning where two (or more) mutually distrusting owners outsource respective training data sets to an honest-but-curious server while keeping their data sets private from the server and each other.