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A Survey on Semantics in Automated Data Science


May 16, 2022
Udayan Khurana, Kavitha Srinivas, Horst Samulowitz


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Single-shot Hyper-parameter Optimization for Federated Learning: A General Algorithm & Analysis


Feb 16, 2022
Yi Zhou, Parikshit Ram, Theodoros Salonidis, Nathalie Baracaldo, Horst Samulowitz, Heiko Ludwig

* arXiv admin note: substantial text overlap with arXiv:2112.08524 

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FLoRA: Single-shot Hyper-parameter Optimization for Federated Learning


Dec 15, 2021
Yi Zhou, Parikshit Ram, Theodoros Salonidis, Nathalie Baracaldo, Horst Samulowitz, Heiko Ludwig


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AutoAI-TS: AutoAI for Time Series Forecasting


Mar 08, 2021
Syed Yousaf Shah, Dhaval Patel, Long Vu, Xuan-Hong Dang, Bei Chen, Peter Kirchner, Horst Samulowitz, David Wood, Gregory Bramble, Wesley M. Gifford, Giridhar Ganapavarapu, Roman Vaculin, Petros Zerfos

* Accepted for publication at ACM SIGMOD 2021 Industry Track 

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How Much Automation Does a Data Scientist Want?


Jan 07, 2021
Dakuo Wang, Q. Vera Liao, Yunfeng Zhang, Udayan Khurana, Horst Samulowitz, Soya Park, Michael Muller, Lisa Amini


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Solving Constrained CASH Problems with ADMM


Jul 11, 2020
Parikshit Ram, Sijia Liu, Deepak Vijaykeerthi, Dakuo Wang, Djallel Bouneffouf, Greg Bramble, Horst Samulowitz, Alexander G. Gray

* 7th ICML Workshop on Automated Machine Learning (2020) 

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How can AI Automate End-to-End Data Science?


Oct 22, 2019
Charu Aggarwal, Djallel Bouneffouf, Horst Samulowitz, Beat Buesser, Thanh Hoang, Udayan Khurana, Sijia Liu, Tejaswini Pedapati, Parikshit Ram, Ambrish Rawat, Martin Wistuba, Alexander Gray


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Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI


Sep 05, 2019
Dakuo Wang, Justin D. Weisz, Michael Muller, Parikshit Ram, Werner Geyer, Casey Dugan, Yla Tausczik, Horst Samulowitz, Alexander Gray


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