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SPGISpeech: 5,000 hours of transcribed financial audio for fully formatted end-to-end speech recognition


Apr 06, 2021
Patrick K. O'Neill, Vitaly Lavrukhin, Somshubra Majumdar, Vahid Noroozi, Yuekai Zhang, Oleksii Kuchaiev, Jagadeesh Balam, Yuliya Dovzhenko, Keenan Freyberg, Michael D. Shulman, Boris Ginsburg, Shinji Watanabe, Georg Kucsko

* 5 pages, 1 figure. Submitted to INTERSPEECH 2021 

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NeMo: a toolkit for building AI applications using Neural Modules


Sep 14, 2019
Oleksii Kuchaiev, Jason Li, Huyen Nguyen, Oleksii Hrinchuk, Ryan Leary, Boris Ginsburg, Samuel Kriman, Stanislav Beliaev, Vitaly Lavrukhin, Jack Cook, Patrice Castonguay, Mariya Popova, Jocelyn Huang, Jonathan M. Cohen

* 6 pages plus references 

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Stochastic Gradient Methods with Layer-wise Adaptive Moments for Training of Deep Networks


May 27, 2019
Boris Ginsburg, Patrice Castonguay, Oleksii Hrinchuk, Oleksii Kuchaiev, Vitaly Lavrukhin, Ryan Leary, Jason Li, Huyen Nguyen, Jonathan M. Cohen

* Submitted to NeurIPS 2019 

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Jasper: An End-to-End Convolutional Neural Acoustic Model


Apr 05, 2019
Jason Li, Vitaly Lavrukhin, Boris Ginsburg, Ryan Leary, Oleksii Kuchaiev, Jonathan M. Cohen, Huyen Nguyen, Ravi Teja Gadde

* Submitted to Interspeech 2019 

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OpenSeq2Seq: extensible toolkit for distributed and mixed precision training of sequence-to-sequence models


May 25, 2018
Oleksii Kuchaiev, Boris Ginsburg, Igor Gitman, Vitaly Lavrukhin, Carl Case, Paulius Micikevicius

* to be presented at Workshop for Natural Language Processing Open Source Software (NLP-OSS), co-located with ACL2018 

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Factorization tricks for LSTM networks


Feb 24, 2018
Oleksii Kuchaiev, Boris Ginsburg

* accepted to ICLR 2017 Workshop 

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Mixed Precision Training


Feb 15, 2018
Paulius Micikevicius, Sharan Narang, Jonah Alben, Gregory Diamos, Erich Elsen, David Garcia, Boris Ginsburg, Michael Houston, Oleksii Kuchaiev, Ganesh Venkatesh, Hao Wu

* Published as a conference paper at ICLR 2018 

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Training Deep AutoEncoders for Collaborative Filtering


Oct 10, 2017
Oleksii Kuchaiev, Boris Ginsburg

* 5 pages, 6 figures 

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