hyperopt

Distributed asynchronous hyperparameter optimization framework

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Distributed Asynchronous Hyperparameter Optimization

hyperopt

Optimize a simple function using random search$ hyperopt-mongo-worker --mongo=localhost:27017 --poll-interval=0.1

Run hyperopt with Bayesian optimization for hyperparameter tuning

$ python -c "from hyperopt import fmin, tpe, hp; fmin(lambda x: x**2, hp.uniform('x', -10, 10), algo=tpe.suggest, max_evals=100)"

Start MongoDB database for distributed hyperparameter search$ hyperopt-mongo-master --mongo=localhost:27017 --workdir=./hyperopt_work