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12/15/2020
Amazon SageMaker Autopilot: a white box AutoML solution at scale
AutoML systems provide a black-box solution to machine learning problems...
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11/11/2020
Sketch and Scale: Geo-distributed tSNE and UMAP
Running machine learning analytics over geographically distributed datas...
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07/27/2020
Practical and sample efficient zero-shot HPO
Zero-shot hyperparameter optimization (HPO) is a simple yet effective us...
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07/15/2020
FetchSGD: Communication-Efficient Federated Learning with Sketching
Existing approaches to federated learning suffer from a communication bo...
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06/29/2019
Streaming Quantiles Algorithms with Small Space and Update Time
Approximating quantiles and distributions over streaming data has been s...
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03/12/2019