Mahout provides some scalable implementations of classic algorithms in the field of machine learning, aiming to help developers create intelligent applications more conveniently and quickly. Mahout contains many implementations, including clustering, classification, recommendation filtering, and frequent sub-item mining. Additionally, Mahout can efficiently scale to the cloud by using the Apache Hadoop library.