Sangchul Song and Thu Kyaw discuss machine learning at AOL, and the challenges and solutions they encountered when trying to train a large number of machine learning models using Hadoop. Algorithms including SVM and packages like Mahout are discussed. Finally, they discuss their analytics pipeline, which includes some custom components used to interoperate with a range of machine learning libraries, as well as integration with the query language Pig.