Augmentor is an image augmentation library in Python for machine learning. It aims to be a standalone library that is platform and framework independent, more convenient, allows for finer grained control over augmentation, and implements the most real-world relevant augmentation techniques. It employs a stochastic approach using building blocks that allow for operations to be pieced together in a pipeline.