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LSH methods for data deduplication in a Wikipedia artificial dataset



Juan Ciro , Daniel Galvez , Tim Schlippe , David Kanter


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The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage



Daniel Galvez , Greg Diamos , Juan Ciro , Juan Felipe Cerón , Keith Achorn , Anjali Gopi , David Kanter , Maximilian Lam , Mark Mazumder , Vijay Janapa Reddi

* Part of 2021 Proceedings of the Neural Information Processing Systems Track on Datasets and Benchmarks 

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MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems



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


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MedPerf: Open Benchmarking Platform for Medical Artificial Intelligence using Federated Evaluation



Alexandros Karargyris , Renato Umeton , Micah J. Sheller , Alejandro Aristizabal , Johnu George , Srini Bala , Daniel J. Beutel , Victor Bittorf , Akshay Chaudhari , Alexander Chowdhury , Cody Coleman , Bala Desinghu , Gregory Diamos , Debo Dutta , Diane Feddema , Grigori Fursin , Junyi Guo , Xinyuan Huang , David Kanter , Satyananda Kashyap , Nicholas Lane , Indranil Mallick , Pietro Mascagni , Virendra Mehta , Vivek Natarajan , Nikola Nikolov , Nicolas Padoy , Gennady Pekhimenko , Vijay Janapa Reddi , G Anthony Reina , Pablo Ribalta , Jacob Rosenthal , Abhishek Singh , Jayaraman J. Thiagarajan , Anna Wuest , Maria Xenochristou , Daguang Xu , Poonam Yadav , Michael Rosenthal , Massimo Loda , Jason M. Johnson , Peter Mattson


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MLPerf Tiny Benchmark



Colby Banbury , Vijay Janapa Reddi , Peter Torelli , Jeremy Holleman , Nat Jeffries , Csaba Kiraly , Pietro Montino , David Kanter , Sebastian Ahmed , Danilo Pau , Urmish Thakker , Antonio Torrini , Peter Warden , Jay Cordaro , Giuseppe Di Guglielmo , Javier Duarte , Stephen Gibellini , Videet Parekh , Honson Tran , Nhan Tran , Niu Wenxu , Xu Xuesong

* TinyML Benchmark 

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Data Engineering for Everyone



Vijay Janapa Reddi , Greg Diamos , Pete Warden , Peter Mattson , David Kanter


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MLPerf Mobile Inference Benchmark: Why Mobile AI Benchmarking Is Hard and What to Do About It



Vijay Janapa Reddi , David Kanter , Peter Mattson , Jared Duke , Thai Nguyen , Ramesh Chukka , Kenneth Shiring , Koan-Sin Tan , Mark Charlebois , William Chou , Mostafa El-Khamy , Jungwook Hong , Michael Buch , Cindy Trinh , Thomas Atta-fosu , Fatih Cakir , Masoud Charkhabi , Xiaodong Chen , Jimmy Chiang , Dave Dexter , Woncheol Heo , Guenther Schmuelling , Maryam Shabani , Dylan Zika


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Benchmarking TinyML Systems: Challenges and Direction



Colby R. Banbury , Vijay Janapa Reddi , Max Lam , William Fu , Amin Fazel , Jeremy Holleman , Xinyuan Huang , Robert Hurtado , David Kanter , Anton Lokhmotov , David Patterson , Danilo Pau , Jae-sun Seo , Jeff Sieracki , Urmish Thakker , Marian Verhelst , Poonam Yadav

* 5 pages, 1 figure, 2 tables 

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MLPerf Inference Benchmark



Vijay Janapa Reddi , Christine Cheng , David Kanter , Peter Mattson , Guenther Schmuelling , Carole-Jean Wu , Brian Anderson , Maximilien Breughe , Mark Charlebois , William Chou , Ramesh Chukka , Cody Coleman , Sam Davis , Pan Deng , Greg Diamos , Jared Duke , Dave Fick , J. Scott Gardner , Itay Hubara , Sachin Idgunji , Thomas B. Jablin , Jeff Jiao , Tom St. John , Pankaj Kanwar , David Lee , Jeffery Liao , Anton Lokhmotov , Francisco Massa , Peng Meng , Paulius Micikevicius , Colin Osborne , Gennady Pekhimenko , Arun Tejusve Raghunath Rajan , Dilip Sequeira , Ashish Sirasao , Fei Sun , Hanlin Tang , Michael Thomson , Frank Wei , Ephrem Wu , Lingjie Xu , Koichi Yamada , Bing Yu , George Yuan , Aaron Zhong , Peizhao Zhang , Yuchen Zhou


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