Dheevatsa Mudigere
Dheevatsa Mudigere
Senior Research Scientist & Tech Lead, Facebook
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On Large-Batch Training for Deep Learning: Generalization Gap and Sharp Minima
NS Keskar, D Mudigere, J Nocedal, M Smelyanskiy, PTP Tang
International Conference on Learning Representations (ICLR), 2017, 2016
14972016
Distributed Deep Learning Using Synchronous Stochastic Gradient Descent
D Das, S Avancha, D Mudigere, K Vaidynathan, S Sridharan, D Kalamkar, ...
arXiv preprint arXiv:1602.06709, 2016
1532016
Vector evaluated particle swarm optimization (VEPSO) for multi-objective design optimization of composite structures
SN Omkar, D Mudigere, GN Naik, S Gopalakrishnan
Computers & structures 86 (1-2), 1-14, 2008
1352008
Deep Learning Recommendation Model for Personalization and Recommendation Systems
M Naumov, D Mudigere, HJM Shi, J Huang, N Sundaraman, J Park, ...
arXiv preprint arXiv:1906.00091, 2019
1312019
Mixed Precision Training of Convolutional Neural Networks using Integer Operations
D Das, N Mellempudi, D Mudigere, D Kalamkar, S Avancha, K Banerjee, ...
International Conference on Learning Representations (ICLR), 2018, 2018
1022018
The architectural implications of Facebook's DNN-based personalized recommendation
U Gupta, CJ Wu, X Wang, M Naumov, B Reagen, D Brooks, B Cottel, ...
2020 IEEE International Symposium on High Performance Computer Architecture …, 2020
812020
Ternary Neural Networks with Fine-Grained Quantization
N Mellempudi, A Kundu, D Mudigere, D Das, B Kaul, P Dubey
arXiv preprint arXiv:1705.01462, 2017
812017
A Study of BFLOAT16 for Deep Learning Training
D Kalamkar, D Mudigere, N Mellempudi, D Das, K Banerjee, S Avancha, ...
arXiv preprint arXiv:1905.12322, 2019
682019
A progressive batching L-BFGS method for machine learning
R Bollapragada, J Nocedal, D Mudigere, HJ Shi, PTP Tang
International Conference on Machine Learning, 620-629, 2018
672018
Crop classifieation using bj010 eally—inspired techniques with hi resolution satelliteimage
SN OMKAR, J SENTHILNATH, M DHEEVATSA
Journal oftheIndian SocietyofRemote Sensing, 2OO8 36 (2), 175-182, 2008
61*2008
Performance optimizations for scalable implicit RANS calculations with SU2
TD Economon, D Mudigere, G Bansal, A Heinecke, F Palacios, J Park, ...
Computers & Fluids 129, 146-158, 2016
392016
Recnmp: Accelerating personalized recommendation with near-memory processing
L Ke, U Gupta, BY Cho, D Brooks, V Chandra, U Diril, A Firoozshahian, ...
2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture …, 2020
352020
Urban satellite image classification using biologically inspired techniques
SN Omkar, MM Kumar, D Mudigere, D Muley
2007 IEEE International Symposium on Industrial Electronics, 1767-1772, 2007
312007
Towards High-Performance Optimizations of the Unstructured Open-Source SU2 Suite
TD Economon, F Palacios, JJ Alonso, G Bansal, D Mudigere, ...
AIAA Paper 1949, 2015
282015
MPI-based parallel synchronous vector evaluated particle swarm optimization for multi-objective design optimization of composite structures
SN Omkar, A Venkatesh, M Mudigere
Engineering Applications of Artificial Intelligence 25 (8), 1611-1627, 2012
282012
High-performance algebraic multigrid solver optimized for multi-core based distributed parallel systems
J Park, M Smelyanskiy, UM Yang, D Mudigere, P Dubey
Proceedings of the International Conference for High Performance Computing …, 2015
262015
On Scale-out Deep Learning Training for Cloud and HPC
S Sridharan, K Vaidyanathan, D Kalamkar, D Das, ME Smorkalov, ...
SysML, 2018, 2018
252018
Nature inspired optimization techniques for the design optimization of laminated composite structures using failure criteria
GN Naik, SN Omkar, D Mudigere, S Gopalakrishnan
Expert systems with applications 38 (3), 2489-2499, 2011
252011
On large-batch training for deep learning: Generalization gap and sharp minima. arXiv 2016
NS Keskar, D Mudigere, J Nocedal, M Smelyanskiy, PTP Tang
arXiv preprint arXiv:1609.04836, 0
25
Mixed Dimension Embeddings with Application to Memory-Efficient Recommendation Systems
A Ginart, M Naumov, D Mudigere, J Yang, J Zou
arXiv preprint arXiv:1909.11810, 2019
242019
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Artiklar 1–20