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Bayesian Optimization with Robust Bayesian Neural Networks

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Bayesian Optimization with Robust Bayesian Neural Networks

Bayesian optimization is a prominent method for optimizing expensive to evaluate black-box functions that is prominently applied to tuning the hyperparameters of machine learning algorithms. Despite its successes, the prototypical Bayesian optimization approach - using Gaussian process models - does not scale well to either many hyperparameters ...

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