  One of the most celebrated achievements of modern machine learning technology is automatic classification of images. However, success is typically achieved only with major computational costs. Here we introduce TDAsweep, a machine learning tool aimed at improving the efficiency of automatic classification of images. 
TDAsweep: A Novel Dimensionality Reduction Method for Image   Classification Tasks