Practical Impact

Note: If our research software and/or ideas have been helpful for your data analytics applications, we would love to hear from you on your use cases and feedback. We are also happy to mention your company/organization in the list below.

  • 2022-23: Ideas from Saturn being explored for internal use by Netflix.

  • 2022-23: Ideas from Saturn's predecessor Hydra being used by UCSD computational physics researchers.

  • 2022-24: Ideas from Cerebro and Saturn being explored for internal use by Meta.

  • 2021-22: Models/ideas from SortingHat being explored for adoption by OpenML, AutoGluon, and AWS.

  • 2020-21: Google exploring integration of a model from SortingHat with TensorFlow Data Validation.

  • 2019-now: Cerebro being used to advance behavioral science research by our collaborators at UCSD public health school.

  • 2019-21: Morpheus is being integrated into GraalVM by Oracle.

  • 2019-20: Cerebro ideas being integrated into Greenplum and MADlib by Pivotal.

  • 2019: Bolt-on DP-SGD is being integrated with TensorFlow Privacy by Georgian Partners and Google.

  • 2018: Morpheus in Python explored for internal use by Avito of Russia (recommendation and other Web analytics).

  • 2018: SLAB results reveal new bugs and garner feature earmarks in IBM/Apache SystemML.

  • 2017: Bolt-on DP-SGD adopted for various customer use cases by Georgian Partners.

  • 2017: Orion and Morpheus ideas explored for internal use by Google (ad analytics) and Oracle (banking analytics).

  • 2016-17: Hamlet ideas explored for internal use by Facebook (friend recommendations), LogicBlox (retail analytics), and MakeMyTrip (customer analytics).

  • 2015: Orion ideas adopted for internal use by LogicBlox (retail analytics) and Microsoft (Web security analytics).

  • 2013: Bismarck system used for healthcare analytics at UWashington.

  • 2012-13: Bismarck ideas adopted in analytics products by Cloudera and Oracle.

  • 2012: Bismarck code and ideas integrated in to EMC/Apache MADlib.