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Browsing Theses and Dissertations (University of Pretoria) by Author "Kafka, Dominic"

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Automated learning rates in machine learning for dynamic mini-batch sub-sampled losses

Kafka, Dominic (University of Pretoria, 2020-12)

Learning rate schedule parameters remain some of the most sensitive hyperparameters in machine learning, as well as being challenging to resolve, in particular when mini-batch subsampling is considered. Mini-batch sub-sampling ...

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