Abhinav Vishnu and Khushbu Agarwal, along with their collaborators, recently presented their research involving examining extreme-scale machine learning and data mining algorithms scaling data to large supercomputers. “Large Scale Frequent Pattern Mining using MPI One-Sided Model” was presented during the Machine Learning and Data Mining session. “Fast and Accurate Support Vector Machines on Large Scale Systems” highlighted research on a design for a scalable support vector machine algorithm that adaptively eliminates non-contributing data samples on distributed memory systems. http://www.mcs.anl.gov/ieeecluster2015/