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Bo Peng, Bingjing Zhang, Langshi Chen, Mihai Avram, Robert Henschel, Craig Stewart, Shaojuan Zhu, Emily Mccallum, Lisa Smith, Tom Zahniser, Jon Omer, and Judy Qiu, HarpLDA+: Optimizing Latent Dirichlet Allocation for Parallel Efficiency, Proceedings of the IEEE Big Data Conference 2017 held on December 11-14, 2017. Bigdata_Harp_LDA.pdf


Tutorial on Harp-DAAL: A high Performance Machine Learning Framework for HPC-Cloud at Intel® HPC Developer Conference (HPCDC) 2017 held in Sheraton Denver Downtown Hotel, Denver, Colorado, November 11-12, 2017.


Langshi Chen, Bo Peng, Bingjing Zhang, Tony Liu, Lei Jiang, Robert Henschel, Craig Stewart, Zhang Zhang, Emily Mccallum, Tom Zahniswer, Jon Omer, Judy Qiu, Benchmarking Harp-DAAL: High Performance Hadoop on KNL Clusters, Proceedings of IEEE International Conference on Cloud Computing (IEEE Cloud 2017), held in Honolulu, Hawaii, June 25-30, 2017. Harp-DAAL.pdf


Bingjing Zhang, Bo Peng, Judy Qiu, Parallelizing Big Data Machine Learning Applications with Model Rotation, book chapter in New Frontiers in High Performance Computing, ISO Press,2017. Model Rotation.pdf


Bingjing Zhang, Bo Peng, Judy Qiu, High Performance LDA through Collective Model Communication Optimization, Proceedings of International Conference on Computational Science (ICCS2016) conference, June 6-8, 2016, San Diego, California. Harp-lda.pdf


Bingjing Zhang, Bo Peng and Judy Qiu, Model-Centric Computation Abstractions in Machine Learning Applications, submitted to the 3rd Workshop on Algorithms and Systems for MapReduce and Beyond (BeyondMR2016), held in conjunction with SIGMOD 2016, July 1, 2016. Computation Abstractions.pdf


Bingjing Zhang, Bo Peng, Judy Qiu, High Performance LDA through Collective Model Communication Optimization, Proceedings of International Conference on Computational Science (ICCS2016) conference, June 6-8, 2016, San Diego, California. Harp-lda.pdf


Binging Zhang, A Collective Communication Layer for the Software Stack of Big Data Analytics, Doctoral Symposium. Proceedings of IEEE International Conference on Cloud Enginerring (IC2E2016) Conference, April 4-8, 2016, Berlin, Germany. Collective Communication_paper.pdf


Bingjing Zhang, Bo Peng, Judy Qiu, Parallel LDA Through Synchronized Communication Optimizations LDA_optimization_paper.pdf


News

We gave a 2 hour Tutorial on Harp-DAAL: A high Performance Machine Learning Framework for HPC-Cloud, at Intel® HPC Developer Conference (HPCDC) 2017 held in Sheraton Denver Downtown Hotel, Denver, Colorado, November 11-12, 2017.

Announcements
Intel hosted a two-day training session at the Indiana University-Bloomington campus on Sept. 2015. The course covered parallel computing using Intel Xeon processors. For more detailed information, click on the image to the right. flyer thumbnail
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Thomas Wiggins
email: wigginst(at)indiana.edu