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Workshop: 7th Workshop on Machine Learning in High Performance Environment

Session Chairs

Oak Ridge National Laboratory (ORNL)

NVIDIA Corporation

Offenburg University of Applied Sciences

Pennsylvania State University

Event TypeWorkshop

Tags

Registration Categories

TimeMonday, 15 November 20219am - 5:40pm CST

LocationOnline

Presentations

9:00am - 9:01am CST	7th Workshop on Machine Learning in High Performance Environment Organizers Seung-Hwan Lim Janis Keuper Michael Houston Robert Patton
9:01am - 9:05am CST	Welcome: Workshop on Machine Learning in High Performance Computing Environments Presenter Seung-Hwan Lim
9:05am - 10:00am CST	Morning Invited Talk Presenter Bronson Messer
10:00am - 10:30am CST	7th Workshop on Machine Learning: Morning Break (10-10:30)
10:30am - 11:00am CST	HPCFAIR: Enabling FAIR AI for HPC Applications Author/Presenters Gaurav Verma Murali Emani Chunhua Liao Pei-Hung Lin Tristan Lucas Vanderbruggen Xipeng Shen Barbara Chapman
11:00am - 11:30am CST	HYPPO: A Surrogate-Based Multi-Level Parallelism Tool for Hyperparameter Optimization Author/Presenter Vincent Dumont
11:30am - 12:00pm CST	MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems Author/Presenters Steven Farrell Murali Emani Jacob Balma Lukas Drescher Aleksandr Drozd Andreas Fink Geoffrey Fox David Kanter Thorsten Kurth Peter Mattson Dawei Mu Amit Ruhela Kento Sato Koichi Shirahata Tsuguchika Tabaru Aristeidis Tsaris Jan Balewski Ben Cumming Takumi Danjo Jens Domke Takaaki Fukai Naoto Fukumoto Tatsuya Fukushi Balazs Gerofi Takumi Honda Toshiyuki Imamura Akihiko Kasagi Kentaro Kawakami Shuhei Kudo Akiyoshi Kuroda Maxime Martinasso Satoshi Matsuoka Henrique Mendonça Kazuki Minami Prabhat Ram Takashi Sawada Mallikarjun Shankar Tom St. John Akihiro Tabuchi Venkatram Vishwanath Mohamed Wahib Masafumi Yamazaki Junqi Yin
12:00pm - 12:30pm CST	High-Performance Deep Learning Toolbox for Genome-Scale Prediction of Protein Structure and Function Author/Presenters Mu Gao Ada Sedova Jianlin Cheng
12:30pm - 2:00pm CST	7th Workshop on Machine Learning: Lunch Break (12:30-2)
2:00pm - 2:55pm CST	Afternoon Invited Talk Presenter Bryan Catanzaro
2:55pm - 3:25pm CST	7th Workshop on Machine Learning: Afternoon Break (3-3:30)
3:25pm - 3:55pm CST	Semantic-Aware Lossless Data Compression for Deep Learning Recommendation Model (DLRM) Author/Presenters Sarunya Pumma Abhinav Vishnu
3:55pm - 4:25pm CST	Colmena: Scalable Machine-Learning-Based Steering of Ensemble Simulations for High Performance Computing Author/Presenters Logan Ward Ganesh Sivaraman Greg Pauloski Yadu Babuji Ryan Chard Naveen Dandu Paul Redfern Rajeev Assary Kyle Chard Larry Curtiss Rajeev Thakur Ian Foster
4:25pm - 4:50pm CST	Production Deployment of Machine-Learned Rotorcraft Surrogate Models on HPC Author/Presenter Wesley Brewer
4:50pm - 5:15pm CST	HPC Ontology: Toward a Unified Ontology for Managing Training Datasets and AI Models for High-Performance Computing Author/Presenters Chunhua Liao Pei-Hung Lin Gaurav Verma Tristan Vanderbruggen Murali Emani Zifan Nan Xipeng Shen
5:15pm - 5:40pm CST	Is Disaggregation Possible for HPC Cognitive Simulation? Author/Presenters Michael Wyatt Valen Yamamoto Zoe Tosi Ian Karlin Brian Van Essen