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dragonfly   - An open source python library for scalable Bayesian optimization.
hyperopt   - Distributed Asynchronous Hyperparameter Optimization in Python.
hyperopt-sklearn   - Hyper-parameter optimization for sklearn.
nevergrad  
Optuna   - an automatic hyperparameter optimization software framework, particularly designed for machine learning. It features an imperative, define-by-run style user API, which permits higher modularity.
parfit   - a package for parallelizing the fit and flexibly scoring of sklearn machine learning models, with optional plotting routines.