PmSVM(PowerMeanSVM),aclassifierthattrainssignificantlyfasterthanstate-of-the-artlinearandnon-linearSVMsolversinlargescalevisualclassificationtasks,ispresented.PmSVMalsoachieveshigheraccuracies.Ascalablelearningmethodforlargevisionproblems,e.g.,withmillionsofexamplesordimensions,isakeyc