Hyperparameter Optimization: A Spectral Approach.

international conference on learning representations, 2018.

Cited by: 47|Views39
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Abstract:

We give a simple, fast algorithm for hyperparameter optimization inspired by techniques from the analysis of Boolean functions. We focus on the high-dimensional regime where the canonical example is training a neural network with a large number of hyperparameters. The algorithm --- an iterative application of compressed sensing techniques...More

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