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Machine Learning (ML) is growing fast as new data is becoming more available. Apache Spark contains a ML library (MLlib) which integrates some of the most used ML algorithms. SHARCNET has committed to support big data, data mining and machine learning. In this talk, I will show how to use the MLlib using SHARCNET clusters. I will show how to develop an application, and how to run your application as a job (using the SHARCNET’s scheduler).