TFX

Denis Baylor, Eric Breck, Heng-Tze Cheng, +18

Software MaintenanceEngineeringMachine LearningMachine Learning ToolSoftware Engineering +16

Data Management Challenges in Production Machine Learning

Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, +1

EngineeringMachine LearningData Management IssueMachine Learning ToolDatabase Literature +19

Data Lifecycle Challenges in Production Machine Learning

Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, +1

ACM SIGMOD Record

Artificial IntelligenceEngineeringMachine LearningMachine Learning ToolData Science +17

Goods

Alon Halevy, Flip Korn, Natalya F. Noy, +4

EngineeringStructured FilesBusiness IntelligenceMetadataSemantic Web +16

Data Validation for Machine Learning

Eric Breck, Marty Zinkevich, Neoklis Polyzotis, +2

Data ClassificationData ValidationModel ValidationMachine LearningData Science +8

Managing Google’s data lake: an overview of the Goods system

Chris Olston, Flip Korn, Natasha Noy, +3

IEEE Data(base) Engineering Bulletin

EngineeringData ScienceBusiness IntelligenceData WarehouseData Service +8

PerfAugur: Robust diagnostics for performance anomalies in cloud services

Sudip Roy, Arnd Christian König, Igor Dvorkin, +1

Cluster ComputingAnomaly DetectionEngineeringService MonitoringSoftware Engineering +19

TensorFlow Data Validation: Data Analysis and Validation in Continuous ML Pipelines

Emily Caveness, Paul Suganthan G. C., Zhuo Peng, +3

Artificial IntelligenceEngineeringMachine LearningMachine Learning ToolVerification +17

A Learned Performance Model for Tensor Processing Units

Samuel J. Kaufman, Phitchaya Mangpo Phothilimthana, Yanqi Zhou, +4

arXiv (Cornell University)

EngineeringMachine LearningAdvanced ComputingComputer ArchitectureTensor Processing Units +15

Equality Saturation for Tensor Graph Superoptimization

Yichen Yang, Phitchaya Mangpo Phothilimtha, Yisu Remy Wang, +3

arXiv (Cornell University)

Mathematical ProgrammingArtificial IntelligenceEquality SaturationGraph SparsityEngineering +15