Apache PredictionIO is a machine learning server built on Scala that enables developers and data scientists to deploy recommendation, classification, and regression algorithms at scale. It implements a Lambda Architecture and integrates with Hadoop, HBase, Elasticsearch, and Spark. The platform collects events, trains and deploys models, evaluates performance, and exposes predictive results through REST APIs.