关键词：机器学习；BIDMach；协同设计；数据建模
摘 要：Through careful codesign of algorithms and ``rooflining'', we have demonstrated multiple orders of magnitude speedup over other systems. In fact, BIDMach running on a single machine exceeds the performance of cluster systems on most common ML tasks, and has run computer-intensive tasks on 10-terabyte datasets.Finally we explore scaling ML to clusters.