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Improving language models fine-tuning with representation consistency targets


May 23, 2022
Anastasia Razdaibiedina, Vivek Madan, Zohar Karnin, Ashish Khetan, Vishaal Kapoor

* 32 pages, 3 figures 

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Pyramid-BERT: Reducing Complexity via Successive Core-set based Token Selection


Mar 27, 2022
Xin Huang, Ashish Khetan, Rene Bidart, Zohar Karnin

* 20 pages, 10 figures 

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Amazon SageMaker Model Monitor: A System for Real-Time Insights into Deployed Machine Learning Models


Dec 13, 2021
David Nigenda, Zohar Karnin, Muhammad Bilal Zafar, Raghu Ramesha, Alan Tan, Michele Donini, Krishnaram Kenthapadi


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Improving Early Sepsis Prediction with Multi Modal Learning


Jul 23, 2021
Fred Qin, Vivek Madan, Ujjwal Ratan, Zohar Karnin, Vishaal Kapoor, Parminder Bhatia, Taha Kass-Hout


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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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TabTransformer: Tabular Data Modeling Using Contextual Embeddings


Dec 11, 2020
Xin Huang, Ashish Khetan, Milan Cvitkovic, Zohar Karnin

* 7 pages, 5 figures 

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GANMEX: One-vs-One Attributions using GAN-based Model Explainability


Dec 01, 2020
Sheng-Min Shih, Pin-Ju Tien, Zohar Karnin


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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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