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10/25/2022
OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance from Database Logs [Technical Report]
Provenance encodes information that connects datasets, their generation ...
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05/31/2022
End-to-end Optimization of Machine Learning Prediction Queries
Prediction queries are widely used across industries to perform advanced...
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03/03/2022
Query Processing on Tensor Computation Runtimes
The huge demand for computation in artificial intelligence (AI) is drivi...
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10/09/2020
A Tensor Compiler for Unified Machine Learning Prediction Serving
Machine Learning (ML) adoption in the enterprise requires simpler and mo...
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12/19/2019
Data Science through the looking glass and what we found there
The recent success of machine learning (ML) has led to an explosive grow...
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11/01/2019
Extending Relational Query Processing with ML Inference
The broadening adoption of machine learning in the enterprise is increas...
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08/23/2019
Griffon: Reasoning about Job Anomalies with Unlabeled Data in Cloud-based Platforms
Microsoft's internal big data analytics platform is comprised of hundred...
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06/15/2019
Query and Resource Optimizations: A Case for Breaking the Wall in Big Data Systems
Modern big data systems run on cloud environments where resources are sh...
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06/12/2019