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Slice-based Learning: A Programming Model for Residual Learning in Critical Data Slices

Sep 13, 2019
Vincent S. Chen, Sen Wu, Zhenzhen Weng, Alexander Ratner, Christopher Ré

* To appear in NeurIPS 2019 

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SysML: The New Frontier of Machine Learning Systems

May 01, 2019
Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen, Peter Bailis, Sarah Bird, Nicholas Carlini, Bryan Catanzaro, Jennifer Chayes, Eric Chung, Bill Dally, Jeff Dean, Inderjit S. Dhillon, Alexandros Dimakis, Pradeep Dubey, Charles Elkan, Grigori Fursin, Gregory R. Ganger, Lise Getoor, Phillip B. Gibbons, Garth A. Gibson, Joseph E. Gonzalez, Justin Gottschlich, Song Han, Kim Hazelwood, Furong Huang, Martin Jaggi, Kevin Jamieson, Michael I. Jordan, Gauri Joshi, Rania Khalaf, Jason Knight, Jakub Konečný, Tim Kraska, Arun Kumar, Anastasios Kyrillidis, Aparna Lakshmiratan, Jing Li, Samuel Madden, H. Brendan McMahan, Erik Meijer, Ioannis Mitliagkas, Rajat Monga, Derek Murray, Kunle Olukotun, Dimitris Papailiopoulos, Gennady Pekhimenko, Theodoros Rekatsinas, Afshin Rostamizadeh, Christopher Ré, Christopher De Sa, Hanie Sedghi, Siddhartha Sen, Virginia Smith, Alex Smola, Dawn Song, Evan Sparks, Ion Stoica, Vivienne Sze, Madeleine Udell, Joaquin Vanschoren, Shivaram Venkataraman, Rashmi Vinayak, Markus Weimer, Andrew Gordon Wilson, Eric Xing, Matei Zaharia, Ce Zhang, Ameet Talwalkar


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Cross-Modal Data Programming Enables Rapid Medical Machine Learning

Mar 26, 2019
Jared Dunnmon, Alexander Ratner, Nishith Khandwala, Khaled Saab, Matthew Markert, Hersh Sagreiya, Roger Goldman, Christopher Lee-Messer, Matthew Lungren, Daniel Rubin, Christopher Ré


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Learning Dependency Structures for Weak Supervision Models

Mar 14, 2019
Paroma Varma, Frederic Sala, Ann He, Alexander Ratner, Christopher Ré


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Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale

Dec 02, 2018
Stephen H. Bach, Daniel Rodriguez, Yintao Liu, Chong Luo, Haidong Shao, Cassandra Xia, Souvik Sen, Alexander Ratner, Braden Hancock, Houman Alborzi, Rahul Kuchhal, Christopher Ré, Rob Malkin


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Snorkel: Rapid Training Data Creation with Weak Supervision

Nov 28, 2017
Alexander Ratner, Stephen H. Bach, Henry Ehrenberg, Jason Fries, Sen Wu, Christopher Ré

* Proceedings of the VLDB Endowment, 11(3), 269-282, 2017 

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Learning the Structure of Generative Models without Labeled Data

Sep 09, 2017
Stephen H. Bach, Bryan He, Alexander Ratner, Christopher Ré

* Proceedings of the 34th International Conference on Machine Learning, Sydney, Australia, PMLR 70, 2017 

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Data Programming: Creating Large Training Sets, Quickly

Jan 08, 2017
Alexander Ratner, Christopher De Sa, Sen Wu, Daniel Selsam, Christopher Ré


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