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This article discusses the top ten Java libraries for machine learning, including Apache Mahout, Deeplearning4j, Weka, and RapidMiner. These libraries offer a range of methods for tasks such as collaborative filtering, classification, and clustering, making them suitable for managing big datasets and distributed computing settings. They also provide support for deep learning, data mining, and data science activities, making them valuable tools for both novice and expert data scientists.