Igor Gitman

Large Batch Training of Convolutional Networks

Yang You, Igor Gitman, Boris Ginsburg · arXiv (Cornell University) · 2017 · 508 citations · Full text

Batch Size, Convolutional Neural Network, Machine Vision +13

Scaling SGD Batch Size to 32K for ImageNet Training.

Yang You, Igor Gitman, Boris Ginsburg · arXiv (Cornell University) · 2017 · 225 citations · Full text

Comparison of Batch Normalization and Weight Normalization Algorithms for the Large-scale Image Classification

Igor Gitman, Boris Ginsburg · arXiv (Cornell University) · 2017 · 55 citations · Full text

Convolutional Neural Network, Engineering, Machine Learning +19

Understanding the Role of Momentum in Stochastic Gradient Methods

Igor Gitman, Hunter Lang, Pengchuan Zhang et al. · arXiv (Cornell University) · 2019 · 42 citations · Full text

General Formulation, Engineering, Machine Learning +14

Mixed-Precision Training for NLP and Speech Recognition with OpenSeq2Seq

Oleksii Kuchaiev, Boris Ginsburg, Igor Gitman et al. · arXiv (Cornell University) · 2018 · 41 citations · Full text

Tensorflow-based Toolkit, Engineering, Machine Learning +18