Principal Investigator

Christopher Ré

Projects

Snorkel
A system for rapidly creating, modeling, and managing training data, focused on accelerating the development of structured or “dark” data extraction applications for domains in which large labeled training sets are not available or easy to obtain.
DAWNBench
A benchmark suite for end-to-end deep learning training and inference.

Advisees

Contact

Publications

Coleman, C., Kang, D., Narayanan, D., Nardi, L., Zhao, T., Zhang, J., Bailis, P., Olukotun, K., Ré, C., & Zaharia, M. (2019). Analysis of DAWNBench, a Time-to-Accuracy Machine Learning Performance Benchmark. ACM SIGOPS Operating Systems Review, 53(1), 14–25. https://doi.org/10.1145/3352020.3352024
Bach, S., Rodriguez, D., Liu, Y., Luo, C., Shao, H., Xia, C., Sen, S., Ratner, A., Hancock, B. ., Alborzi, H., Kuchhal, R., Ré, C., & Malkin, R. (2019). Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale. SIGMOD ’19: Proceedings of the 2019 International Conference on Management of Data, 362–375. https://doi.org/10.1145/3299869.3314036
Ratner, A., Hancock, B., Dunnmon, J., Goldman, R., & Ré, C. (2018). Snorkel MeTaL: Weak Supervision for Multi-Task Learning. Proceedings of the Second Workshop on Data Management for End-To-End Machine Learning, 1–4. https://doi.org/10.1145/3209889.3209898
Ratner, A., Bach, S., Ehrenberg, H., & Ré, C. (2017). Snorkel: Fast Training Set Generation for Information Extraction. SIGMOD ’17: Proceedings of the 2017 ACM International Conference on Management of Data, 1683–1686. https://doi.org/10.1145/3035918.3056442
Ratner, A., Bach, S., Ehrenberg, H., Fries, J., Wu, S., & Ré, C. (2017). Snorkel: A System for Lightweight Extraction. 8th Biennial Conference on Innovative Data Systems Research (CIDR ’17).
Coleman, C., Narayanan, D., Kang, D., Zhao, T., Zhang, J., Nardi, L., Bailis, P., Olukotun, K., Ré, C., & Zaharia, M. (2017). DAWNBench: An End-to-End Deep Learning Benchmark and Competition. 31st Conference on Neural Information Processing Systems (NIPS 2017).