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Title: GitHub - evhub/bbopt: Black box hyperparameter optimization made easy.

Open Graph Title: GitHub - evhub/bbopt: Black box hyperparameter optimization made easy.

X Title: GitHub - evhub/bbopt: Black box hyperparameter optimization made easy.

Description: Black box hyperparameter optimization made easy. Contribute to evhub/bbopt development by creating an account on GitHub.

Open Graph Description: Black box hyperparameter optimization made easy. Contribute to evhub/bbopt development by creating an account on GitHub.

X Description: Black box hyperparameter optimization made easy. Contribute to evhub/bbopt development by creating an account on GitHub.

Opengraph URL: https://github.com/evhub/bbopt

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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og:image:altBlack box hyperparameter optimization made easy. Contribute to evhub/bbopt development by creating an account on GitHub.
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bbopt-sourcehttps://patch-diff.githubusercontent.com/evhub/bbopt/tree/master/bbopt-source
bbopt-sourcehttps://patch-diff.githubusercontent.com/evhub/bbopt/tree/master/bbopt-source
bbopthttps://patch-diff.githubusercontent.com/evhub/bbopt/tree/master/bbopt
bbopthttps://patch-diff.githubusercontent.com/evhub/bbopt/tree/master/bbopt
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MANIFEST.inhttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/MANIFEST.in
Makefilehttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/Makefile
Makefilehttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/Makefile
README.mdhttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/README.md
README.mdhttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/README.md
setup.cfghttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/setup.cfg
setup.cfghttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/setup.cfg
setup.cocohttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/setup.coco
setup.cocohttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/setup.coco
setup.pyhttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/setup.py
setup.pyhttps://patch-diff.githubusercontent.com/evhub/bbopt/blob/master/setup.py
READMEhttps://patch-diff.githubusercontent.com/evhub/bbopt
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https://gitter.im/evhub/bbopt?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge
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Kerashttps://keras.io/
randomhttps://docs.python.org/3.6/library/random.html
scikit-optimizehttps://scikit-optimize.github.io/
hyperopthttp://hyperopt.github.io/hyperopt/
skopt.plotshttps://scikit-optimize.github.io/plots.m.html
extending BBopt with your own custom algorithmshttps://patch-diff.githubusercontent.com/evhub/bbopt#writing-your-own-backend
BBopt's Gitterhttps://gitter.im/evhub/bbopt
https://patch-diff.githubusercontent.com/evhub/bbopt#installation
https://patch-diff.githubusercontent.com/evhub/bbopt#basic-usage
randomhttps://docs.python.org/3.6/library/random.html
https://patch-diff.githubusercontent.com/evhub/bbopt#examples
random_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/random_example.py
skopt_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/skopt_example.py
hyperopt_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/hyperopt_example.py
meta_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/meta_example.py
numpy_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/numpy_example.py
conditional_skopt_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/conditional_skopt_example.py
conditional_hyperopt_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/conditional_hyperopt_example.py
bask_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/bask_example.py
pysot_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/pysot_example.py
keras_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/keras_example.py
Kerashttps://keras.io/
any_fast_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/any_fast_example.py
mixture_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/mixture_example.py
json_example.pyhttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/json_example.py
https://patch-diff.githubusercontent.com/evhub/bbopt#full-api
BBopthttps://patch-diff.githubusercontent.com/evhub/bbopt#bbopt
Installationhttps://patch-diff.githubusercontent.com/evhub/bbopt#installation
Basic Usagehttps://patch-diff.githubusercontent.com/evhub/bbopt#basic-usage
Exampleshttps://patch-diff.githubusercontent.com/evhub/bbopt#examples
Full APIhttps://patch-diff.githubusercontent.com/evhub/bbopt#full-api
Command-Line Interfacehttps://patch-diff.githubusercontent.com/evhub/bbopt#command-line-interface
Black Box Optimization Methodshttps://patch-diff.githubusercontent.com/evhub/bbopt#black-box-optimization-methods
Constructorhttps://patch-diff.githubusercontent.com/evhub/bbopt#constructor
runhttps://patch-diff.githubusercontent.com/evhub/bbopt#run
algshttps://patch-diff.githubusercontent.com/evhub/bbopt#algs
run_metahttps://patch-diff.githubusercontent.com/evhub/bbopt#run_meta
run_backendhttps://patch-diff.githubusercontent.com/evhub/bbopt#run_backend
minimizehttps://patch-diff.githubusercontent.com/evhub/bbopt#minimize
maximizehttps://patch-diff.githubusercontent.com/evhub/bbopt#maximize
rememberhttps://patch-diff.githubusercontent.com/evhub/bbopt#remember
plot_convergencehttps://patch-diff.githubusercontent.com/evhub/bbopt#plot_convergence
plot_historyhttps://patch-diff.githubusercontent.com/evhub/bbopt#plot_history
partial_dependencehttps://patch-diff.githubusercontent.com/evhub/bbopt#partial_dependence
plot_partial_dependence_1Dhttps://patch-diff.githubusercontent.com/evhub/bbopt#plot_partial_dependence_1d
plot_evaluationshttps://patch-diff.githubusercontent.com/evhub/bbopt#plot_evaluations
plot_objectivehttps://patch-diff.githubusercontent.com/evhub/bbopt#plot_objective
plot_regrethttps://patch-diff.githubusercontent.com/evhub/bbopt#plot_regret
get_skopt_resulthttps://patch-diff.githubusercontent.com/evhub/bbopt#get_skopt_result
get_current_runhttps://patch-diff.githubusercontent.com/evhub/bbopt#get_current_run
get_best_runhttps://patch-diff.githubusercontent.com/evhub/bbopt#get_best_run
get_datahttps://patch-diff.githubusercontent.com/evhub/bbopt#get_data
data_filehttps://patch-diff.githubusercontent.com/evhub/bbopt#data_file
is_servinghttps://patch-diff.githubusercontent.com/evhub/bbopt#is_serving
tell_exampleshttps://patch-diff.githubusercontent.com/evhub/bbopt#tell_examples
backendhttps://patch-diff.githubusercontent.com/evhub/bbopt#backend
run_idhttps://patch-diff.githubusercontent.com/evhub/bbopt#run_id
Parameter Definition Methodshttps://patch-diff.githubusercontent.com/evhub/bbopt#parameter-definition-methods
randrangehttps://patch-diff.githubusercontent.com/evhub/bbopt#randrange
randinthttps://patch-diff.githubusercontent.com/evhub/bbopt#randint
getrandbitshttps://patch-diff.githubusercontent.com/evhub/bbopt#getrandbits
choicehttps://patch-diff.githubusercontent.com/evhub/bbopt#choice
randboolhttps://patch-diff.githubusercontent.com/evhub/bbopt#randbool
samplehttps://patch-diff.githubusercontent.com/evhub/bbopt#sample
shufflehttps://patch-diff.githubusercontent.com/evhub/bbopt#shuffle
randomhttps://patch-diff.githubusercontent.com/evhub/bbopt#random
uniformhttps://patch-diff.githubusercontent.com/evhub/bbopt#uniform
loguniformhttps://patch-diff.githubusercontent.com/evhub/bbopt#loguniform
normalvariatehttps://patch-diff.githubusercontent.com/evhub/bbopt#normalvariate
lognormvariatehttps://patch-diff.githubusercontent.com/evhub/bbopt#lognormvariate
randhttps://patch-diff.githubusercontent.com/evhub/bbopt#rand
randnhttps://patch-diff.githubusercontent.com/evhub/bbopt#randn
paramhttps://patch-diff.githubusercontent.com/evhub/bbopt#param
Writing Your Own Backendhttps://patch-diff.githubusercontent.com/evhub/bbopt#writing-your-own-backend
https://patch-diff.githubusercontent.com/evhub/bbopt#command-line-interface
https://patch-diff.githubusercontent.com/evhub/bbopt#black-box-optimization-methods
https://patch-diff.githubusercontent.com/evhub/bbopt#constructor
https://patch-diff.githubusercontent.com/evhub/bbopt#run
https://patch-diff.githubusercontent.com/evhub/bbopt#algs
https://patch-diff.githubusercontent.com/evhub/bbopt#run_meta
https://patch-diff.githubusercontent.com/evhub/bbopt#run_backend
skopt.Optimizerhttps://scikit-optimize.github.io/#skopt.Optimizer
fminhttps://github.com/hyperopt/hyperopt/wiki/FMin
bask.Optimizerhttps://github.com/kiudee/bayes-skopt/blob/master/bask/optimizer.py#L35
https://patch-diff.githubusercontent.com/evhub/bbopt#minimize
https://patch-diff.githubusercontent.com/evhub/bbopt#maximize
https://patch-diff.githubusercontent.com/evhub/bbopt#remember
https://patch-diff.githubusercontent.com/evhub/bbopt#plot_convergence
matplotlib axishttps://matplotlib.org/api/axes_api.html
keras examplehttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/keras_example.py
https://patch-diff.githubusercontent.com/evhub/bbopt#plot_history
matplotlib axishttps://matplotlib.org/api/axes_api.html
keras examplehttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/keras_example.py
https://patch-diff.githubusercontent.com/evhub/bbopt#partial_dependence
skopt.plots.partial_dependencehttps://scikit-optimize.github.io/stable/modules/generated/skopt.plots.partial_dependence.html
https://patch-diff.githubusercontent.com/evhub/bbopt#plot_partial_dependence_1d
matplotlib axishttps://matplotlib.org/api/axes_api.html
keras examplehttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/keras_example.py
https://patch-diff.githubusercontent.com/evhub/bbopt#plot_evaluations
skopt.plots.plot_evaluationshttps://scikit-optimize.github.io/stable/modules/generated/skopt.plots.plot_evaluations.html
keras examplehttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/keras_example.py
https://patch-diff.githubusercontent.com/evhub/bbopt#plot_objective
skopt.plots.plot_objectivehttps://scikit-optimize.github.io/stable/modules/generated/skopt.plots.plot_objective.html
keras examplehttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/keras_example.py
https://patch-diff.githubusercontent.com/evhub/bbopt#plot_regret
skopt.plots.plot_regrethttps://scikit-optimize.github.io/stable/modules/generated/skopt.plots.plot_regret.html
keras examplehttps://github.com/evhub/bbopt/blob/master/bbopt-source/examples/keras_example.py
https://patch-diff.githubusercontent.com/evhub/bbopt#get_skopt_result
skopt.plotshttps://scikit-optimize.github.io/stable/modules/classes.html#module-skopt.plots
https://patch-diff.githubusercontent.com/evhub/bbopt#get_current_run
https://patch-diff.githubusercontent.com/evhub/bbopt#get_best_run
https://patch-diff.githubusercontent.com/evhub/bbopt#get_data
https://patch-diff.githubusercontent.com/evhub/bbopt#data_file
https://patch-diff.githubusercontent.com/evhub/bbopt#is_serving
https://patch-diff.githubusercontent.com/evhub/bbopt#tell_examples
https://patch-diff.githubusercontent.com/evhub/bbopt#backend
https://patch-diff.githubusercontent.com/evhub/bbopt#run_id
https://patch-diff.githubusercontent.com/evhub/bbopt#parameter-definition-methods
https://patch-diff.githubusercontent.com/evhub/bbopt#randrange
random.randrange(start, stop, step)https://docs.python.org/3/library/random.html#random.randrange
https://patch-diff.githubusercontent.com/evhub/bbopt#randint
random.randint(a, b)https://docs.python.org/3/library/random.html#random.randint
https://patch-diff.githubusercontent.com/evhub/bbopt#getrandbits
random.getrandbits(k)https://docs.python.org/3/library/random.html#random.getrandbits
https://patch-diff.githubusercontent.com/evhub/bbopt#choice
random.choice(seq)https://docs.python.org/3/library/random.html#random.choice
https://patch-diff.githubusercontent.com/evhub/bbopt#randbool
https://patch-diff.githubusercontent.com/evhub/bbopt#sample
random.sample(population, k)https://docs.python.org/3/library/random.html#random.sample
https://patch-diff.githubusercontent.com/evhub/bbopt#shuffle
random.shuffle(population)https://docs.python.org/3/library/random.html#random.shuffle
https://patch-diff.githubusercontent.com/evhub/bbopt#random
random.random()https://docs.python.org/3/library/random.html#random.random
https://patch-diff.githubusercontent.com/evhub/bbopt#uniform
random.uniform(a, b)https://docs.python.org/3/library/random.html#random.uniform
https://patch-diff.githubusercontent.com/evhub/bbopt#loguniform
https://patch-diff.githubusercontent.com/evhub/bbopt#normalvariate
random.normalvariate(mu, sigma)https://docs.python.org/3/library/random.html#random.normalvariate
https://patch-diff.githubusercontent.com/evhub/bbopt#lognormvariate
random.lognormvariate(mu, sigma)https://docs.python.org/3/library/random.html#random.lognormvariate
https://patch-diff.githubusercontent.com/evhub/bbopt#rand
numpy.random.rand(*shape)https://docs.scipy.org/doc/numpy/reference/generated/numpy.random.rand.html#numpy.random.rand
https://patch-diff.githubusercontent.com/evhub/bbopt#randn
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