FCVOPT
Examples:
Introduction to FCVOpt
Tuning LightGBM Hyperparameters (scikit-learn API)
Extending CVObjective for Custom Models
Standard Bayesian Optimization with FCVOpt
Tuning TabularResNet Hyperparameters
API Reference:
Optimizers
Cross-Validation Objectives
Gaussian Process Models
Configuration Spaces
Advanced:
Technical Details
MLflow Integration
FCVOPT
Index
Index
_
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B
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C
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E
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F
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G
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H
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L
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M
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O
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P
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R
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S
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T
_
__call__() (fcvopt.crossvalidation.cvobjective.CVObjective method)
B
BayesOpt (class in fcvopt.optimizers)
C
condition_on_observations() (fcvopt.models.HGP method)
ConfigurationSpace (class in fcvopt.configspace)
construct_model() (fcvopt.crossvalidation.cvobjective.CVObjective method)
(fcvopt.crossvalidation.resnet_cvobj.ResNetCVObj method)
(fcvopt.crossvalidation.sklearn_cvobj.SklearnCVObj method)
cvloss() (fcvopt.crossvalidation.cvobjective.CVObjective method)
CVObjective (class in fcvopt.crossvalidation.cvobjective)
E
end_run() (fcvopt.optimizers.BayesOpt method)
evaluate() (fcvopt.crossvalidation.resnet_cvobj.ResNetCVObj method)
F
FCVOpt (class in fcvopt.optimizers)
fcvopt.configspace
module
fcvopt.models
module
fcvopt.optimizers
module
ff (fcvopt.crossvalidation.resnet_cvobj.TabularResNet attribute)
fit_and_test() (fcvopt.crossvalidation.cvobjective.CVObjective method)
(fcvopt.crossvalidation.resnet_cvobj.ResNetCVObj method)
(fcvopt.crossvalidation.sklearn_cvobj.SklearnCVObj method)
forward() (fcvopt.crossvalidation.resnet_cvobj.ResNetBlock method)
(fcvopt.crossvalidation.resnet_cvobj.TabularResNet method)
(fcvopt.models.GPR method)
(fcvopt.models.HGP method)
forward_f() (fcvopt.models.HGP method)
from_serialized_dict() (fcvopt.configspace.ConfigurationSpace class method)
G
generate_indices() (fcvopt.configspace.ConfigurationSpace method)
get_conf_from_array() (fcvopt.configspace.ConfigurationSpace method)
get_optimization_results() (fcvopt.optimizers.BayesOpt method)
get_recommended_configspace() (fcvopt.crossvalidation.resnet_cvobj.ResNetCVObj method)
GPR (class in fcvopt.models)
H
HGP (class in fcvopt.models)
L
latinhypercube_sample() (fcvopt.configspace.ConfigurationSpace method)
M
module
fcvopt.configspace
fcvopt.models
fcvopt.optimizers
O
observed_values (fcvopt.optimizers.BayesOpt property)
optimize() (fcvopt.optimizers.BayesOpt method)
P
posterior() (fcvopt.models.HGP method)
predict() (fcvopt.models.GPR method)
prediction (fcvopt.crossvalidation.resnet_cvobj.TabularResNet attribute)
R
reset_parameters() (fcvopt.models.GPR method)
ResNetBlock (class in fcvopt.crossvalidation.resnet_cvobj)
ResNetCVObj (class in fcvopt.crossvalidation.resnet_cvobj)
restore_from_mlflow() (fcvopt.optimizers.BayesOpt class method)
(fcvopt.optimizers.FCVOpt class method)
run() (fcvopt.optimizers.BayesOpt method)
S
SklearnCVObj (class in fcvopt.crossvalidation.sklearn_cvobj)
T
TabularResNet (class in fcvopt.crossvalidation.resnet_cvobj)