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MLbase: A Distributed Machine-learning System

MLbase: A Distributed Machine-learning System

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In this work, we present our vision for MLbase,a novel system harnessing the power of machine learning for both end-users and ML researchers. MLbase provides (1) a simple declarative way to specify ML tasks, (2) a novel optimizer to select and dynamically adapt the choice of learning algorithm, (3) a set of high-level operators to enable ML researchers to scalably implement a wide range of ML methodswithout deep systems knowledge, (4) a new run-time optimized for the data-access patterns of these high-level operators.
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