arXiv (Cornell University) · 2014 · 54 citations · 14 references
ComputingComputer ScienceArtificial IntelligenceMachine LearningOptimizationEvolutionary ComputationGenetic AlgorithmsMetaheuristic OptimizationOptimization For Machine LearningOptimization TheoryParameter OptimizationClarityEvolutionary Hyperparameter OptimizationHyperparameter OptimizationHyperparameter TuningOptimization AlgorithmsParameter ControlParticle Swarm Optimization
Optunity is a free software package dedicated to hyperparameter optimization. It contains various types of solvers, ranging from undirected methods to direct search, particle swarm and evolutionary optimization. The design focuses on ease of use, flexibility, code clarity and interoperability with existing software in all machine learning environments. Optunity is written in Python and contains interfaces to environments such as R and MATLAB. Optunity uses a BSD license and is freely available online at http://www.optunity.net.
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Scikit-learn: Machine Learning in Python
Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text
James Kennedy, R.C. Eberhart · 2002 · 47.5K citations
A Simplex Method for Function Minimization
J. A. Nelder, R. Mead · The Computer Journal · 1965 · 28.9K citations
Random search for hyper-parameter optimization
James Bergstra, Yoshua Bengio · 2012 · 7.9K citations