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This article provides an overview of three of the most popular and useful machine learning tools: KNIME, Weka, and BigML. KNIME is an open-source tool for text mining, business intelligence, and data analytics. Weka is a free and open source tool for data classification, preprocessing, regression, clustering, visualization, and mining. BigML is a cloud-based and scalable machine learning tool that offers anomaly detection, cluster analysis, regression, classification, and other features.