Benchmarking TPU, GPU, and CPU Platforms for Deep Learning

Benchmarking TPU, GPU, and CPU Platforms for Deep Learning

24 July 2019

David Brooks

Papers citing "Benchmarking TPU, GPU, and CPU Platforms for Deep Learning"

19 / 19 papers shown

Title
A Cost-Aware Approach to Adversarial Robustness in Neural Networks Charles Meyers Mohammad Reza Saleh Sedghpour Tommy Löfstedt Erik Elmroth OOD AAML 33 0 0 11 Sep 2024
Accurate Block Quantization in LLMs with Outliers Nikita Trukhanov I. Soloveychik MQ 28 4 0 29 Mar 2024
Hybrid Synaptic Structure for Spiking Neural Network Realization S. Razmkhah M. A. Karamuftuoglu A. Bozbey 16 5 0 13 Nov 2023
AI-native Interconnect Framework for Integration of Large Language Model Technologies in 6G Systems Sasu Tarkoma Roberto Morabito Jaakko Sauvola 23 19 0 10 Nov 2023
A Review on Explainable Artificial Intelligence for Healthcare: Why, How, and When? M. Rubaiyat Hossain Mondal Prajoy Podder 20 56 0 10 Apr 2023
Systems for Parallel and Distributed Large-Model Deep Learning Training Kabir Nagrecha GNN VLM MoE 26 7 0 06 Jan 2023
Block Format Error Bounds and Optimal Block Size Selection I. Soloveychik I. Lyubomirsky Xin Eric Wang S. Bhoja MQ 27 4 0 11 Oct 2022
Deep Learning Models on CPUs: A Methodology for Efficient Training Quchen Fu Ramesh Chukka Keith Achorn Thomas Atta-fosu Deepak R. Canchi Zhongwei Teng Jules White Douglas C. Schmidt 16 1 0 20 Jun 2022
Scientometric Review of Artificial Intelligence for Operations & Maintenance of Wind Turbines: The Past, Present and Future Joyjit Chatterjee Nina Dethlefs 26 83 0 30 Mar 2022
Minimizing Entropy to Discover Good Solutions to Recurrent Mixed Integer Programs Charly Robinson La Rocca Emma Frejinger J. Cordeau 16 0 0 07 Feb 2022
Exploring the Impact of Virtualization on the Usability of the Deep Learning Applications Davood Ghatreh Samani M. Salehi 19 7 0 17 Dec 2021
MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems S. Farrell M. Emani J. Balma L. Drescher Aleksandr Drozd ... Akihiro Tabuchi V. Vishwanath M. Wahib Masafumi Yamazaki Junqi Yin VLM 32 35 0 21 Oct 2021
Deep Learning on Edge TPUs A. Kist Andreas M Kist 30 17 0 31 Aug 2021
Quantization and Deployment of Deep Neural Networks on Microcontrollers Pierre-Emmanuel Novac G. B. Hacene Alain Pegatoquet Benoit Miramond Vincent Gripon MQ 20 116 0 27 May 2021
Review: Deep Learning in Electron Microscopy Jeffrey M. Ede 29 79 0 17 Sep 2020
DeepRecSys: A System for Optimizing End-To-End At-scale Neural Recommendation Inference Udit Gupta Samuel Hsia V. Saraph Xiaodong Wang Brandon Reagen Gu-Yeon Wei Hsien-Hsin S. Lee David Brooks Carole-Jean Wu GNN 25 188 0 08 Jan 2020
XSP: Across-Stack Profiling and Analysis of Machine Learning Models on GPUs Cheng-rong Li Abdul Dakkak Jinjun Xiong Wei Wei Lingjie Xu Wen-mei W. Hwu 6 16 0 19 Aug 2019
Distributed Deep Convolutional Neural Networks for the Internet-of-Things Simone Disabato M. Roveri C. Alippi 16 47 0 02 Aug 2019
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,743 0 26 Sep 2016