Titlebook: Data Management in Machine Learning Systems; Matthias Boehm,Arun Kumar,Jun Yang Book 2019 Springer Nature Switzerland AG 2019

極端的正確性

Marisol J. Voncken,Susan M. B?gelsring, classification, regression, time series analysis, recommendations, and reinforcement learning, together with (2) application-specific pipelines that connect these algorithms with steps for preparing data, incorporating domain knowledge, interpreting results, and applying insights.

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擴張

Robert S. Cohen,Thomas Schnelleteristics, and (3) data systems support for ML, we took a data-centric view and reviewed approaches for integrating ML in data systems as well as data management techniques in ML systems. In the following, we draw several conclusions regarding the existing state of the art, as well as major open problems and directions for future work.

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