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HPCC Systems

2019 HPCC Systems Community Day

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View this presentation on YouTube:
https://www.youtube.com/watch?v=O-qJwxhQTzA&list=PL-8MJMUpp8IKH5-
d56az56t52YccleX5h&index=2&t=3151s
(20:19)

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This presentation will provide an overview of the latest advancements in Machine Learning modules over the past year, including Clustering, Natural Language Processing, Deep Learning, and the Expanded Model Evaluation Metrics. Clustering Methods of the HPCC Systems Machine Learning Library The clustering method is an important part of unsupervised learning. To gain the unsupervised learning capability, two widely applied clustering methods, KMeans and DBSCAN are adopted to the current Machine Learning library. This presentation will introduce the newly developed clustering algorithms and the evaluation methods.

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The training process for modern deep neural networks requires big data and large computational power. Though HPCC Systems excels at both of these, HPCC Systems is limited to utilizing the CPU only. It has been shown that GPU acceleration vastly improves Deep Learning training time. In this talk, Robert will explain how HPCC Systems became the first GPU accelerated library while also greatly expanding its deep neural network capabilities.

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HPCC Systems offers parallelization by assuming data-independent tasks. For operations having complex predicates, such as the set similarity join (SSJ) predicates, this assumption might create a tradeoff. On the one hand, one may choose a data replication strategy with large intermediate data groups assuring that all intermediate results fit into main memory. However, this can lead to an underutilization of today's massively parallel CPUs. On the other hand, you may choose a higher degree of replication for better CPU utilization. Such a choice may lead to an overutilization of main memory on the compute nodes. Our research focuses on the parallel implementation of the set similarity join (SSJ) operator. This operator finds all pairs of records which have a similarity above a defined threshold using a similarity measure such as Jaccard. Our goal is a robust approach for executing SSJ that does not over-utilize memory and exploits CPU parallelization as much as possible. This approach requires data sharing between tasks/threads which is not foreseen in HPCC Systems so far. In this talk, we describe how we implemented multithreaded user-defined functions for the SSJ operator. To be able to control NUMAspecific parallelization conditions, we implemented a C++ plugin for HPCC Systems. Furthermore, we show how we visualized the relevant system parameters (CPU and memory usage). This talk is intended for anyone interested in extending HPCC Systems by plugins and monitoring distributed program execution.

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Join NSU University School student and program leader for girls in robotics, Ronnie Shashoua, as she talks about Gadget Girls - a project in collaboration with the NSU Alvin Sherman Library, NSU University School, the South Florida Girl Scouts, and sponsorship from the HPCC Systems Academic Program. Gadget Girls is a program aimed at encouraging girls in fourth and fifth grade to explore their interests in and love for STEM, especially robotics and engineering. Shashoua will discuss the underrepresentation of girls in the Florida Vex Robotics circuit, such as how it demonstrates a larger trend of low numbers of women undertaking STEM educational and career paths and the role it played in inspiring the creation of Gadget Girls.

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Hear how the Florida Atlantic University Center for Autism and Related Disabilities has partnered with the HPCC Systems community to provide young people with autism both the technology and professional skills needed to compete in today’s workplace. Mentoring and hands-on coding through ECL workshops have positively impacted students, opening doors to new opportunities for both students and employers.

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Text cleaning is becoming an essential step in text classification. Stop word removal is a crucial space-saving technique in text cleaning which saves huge amounts of space in text indexing. There are many domain-based common words which differ from one domain to another and have no value within a particular domain. Eliminating these words will reduce the size of the corpus and enhance the performance of text mining. This talk will discuss how the text vectors bundle, (CBOW), in HPCC Systems was used to find the domain based common words, and the methodology applied to enhance the performance of classification methods.

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2. View this presentation on YouTube: https://www.youtube.com/watch?v=O-qJwxhQTzA&list=PL-8MJMUpp8IKH5- d56az56t52YccleX5h&index=2&t=3151s (20:19)

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Welcome