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Amazon SageMaker Autopilot: a white box AutoML solution at scale


Dec 16, 2020
Piali Das, Valerio Perrone, Nikita Ivkin, Tanya Bansal, Zohar Karnin, Huibin Shen, Iaroslav Shcherbatyi, Yotam Elor, Wilton Wu, Aida Zolic, Thibaut Lienart, Alex Tang, Amr Ahmed, Jean Baptiste Faddoul, Rodolphe Jenatton, Fela Winkelmolen, Philip Gautier, Leo Dirac, Andre Perunicic, Miroslav Miladinovic, Giovanni Zappella, Cédric Archambeau, Matthias Seeger, Bhaskar Dutt, Laurence Rouesnel


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Sketch and Scale: Geo-distributed tSNE and UMAP


Nov 11, 2020
Viska Wei, Nikita Ivkin, Vladimir Braverman, Alexander Szalay

* IEEE BigData2020 conference 

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Practical and sample efficient zero-shot HPO


Jul 27, 2020
Fela Winkelmolen, Nikita Ivkin, H. Furkan Bozkurt, Zohar Karnin


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FetchSGD: Communication-Efficient Federated Learning with Sketching


Jul 15, 2020
Daniel Rothchild, Ashwinee Panda, Enayat Ullah, Nikita Ivkin, Ion Stoica, Vladimir Braverman, Joseph Gonzalez, Raman Arora


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Streaming Quantiles Algorithms with Small Space and Update Time


Jun 29, 2019
Nikita Ivkin, Edo Liberty, Kevin Lang, Zohar Karnin, Vladimir Braverman


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Communication-efficient distributed SGD with Sketching


Mar 12, 2019
Nikita Ivkin, Daniel Rothchild, Enayat Ullah, Vladimir Braverman, Ion Stoica, Raman Arora

* 21 pages, 6 figures 

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DreamNLP: Novel NLP System for Clinical Report Metadata Extraction using Count Sketch Data Streaming Algorithm: Preliminary Results


Aug 26, 2018
Sanghyun Choi, Nikita Ivkin, Vladimir Braverman, Michael A. Jacobs

* 13 pages, 3 figures, US patent 

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