This package was written for distributed asynchronous (parallel) hyper-parameter optimization of machine learning algorithms. It can also be used as a framework for Bayesian Optimization for general algorithm configuration.
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Distributed Asynchronous Hyper-parameter Optimization
Home Page: https://github.com/jaberg/hyperopt/wiki