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02/01/2023
Revisiting Query Performance in GPU Database Systems
GPUs offer massive compute parallelism and high-bandwidth memory accesse...
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11/04/2022
The Tensor Data Platform: Towards an AI-centric Database System
Database engines have historically absorbed many of the innovations in d...
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10/24/2022
Deploying a Steered Query Optimizer in Production at Microsoft
Modern analytical workloads are highly heterogeneous and massively compl...
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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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10/05/2021
Phoebe: A Learning-based Checkpoint Optimizer
Easy-to-use programming interfaces paired with cloud-scale processing en...
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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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08/30/2019
Cloudy with high chance of DBMS: A 10-year prediction for Enterprise-Grade ML
Machine learning (ML) has proven itself in high-value web applications s...
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06/10/2019
Making Classical Machine Learning Pipelines Differentiable: A Neural Translation Approach
Classical Machine Learning (ML) pipelines often comprise of multiple ML ...
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05/14/2019
Machine Learning at Microsoft with ML .NET
Machine Learning is transitioning from an art and science into a technol...
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12/16/2018
Coded Elastic Computing
Cloud providers have recently introduced low-priority machines to reduce...
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10/14/2018
PRETZEL: Opening the Black Box of Machine Learning Prediction Serving Systems
Machine Learning models are often composed of pipelines of transformatio...
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07/09/2018
Scaling-Up Reasoning and Advanced Analytics on BigData
BigDatalog is an extension of Datalog that achieves performance and scal...
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07/18/2017