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3. Multi-Fidelity Hyperparameter Optimization with Keras
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5. Automated Machine Learning with Scikit-Learn
6. Neural Architecture Search (Basic)
7. Multi-Objective Optimization - 101
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1. Hyperparameter search for text classification (Pytorch)
2. Neural Architecture Search with Multiple Input Tensors
3. From Neural Architecture Search to Automated Deep Ensemble with Uncertainty Quantification
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2. Introduction to Distributed Bayesian Optimization (DBO) with MPI (Communication) and Redis (Storage)
3. Understanding the pros and cons of Evaluator parallel backends
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Analysis
deephyper.analysis.figure_size
deephyper.analysis.rank
deephyper.analysis.update_matplotlib_rc
deephyper.analysis.hps
deephyper.analysis.hps.filter_failed_objectives
deephyper.analysis.hps.parameters_at_max
deephyper.analysis.hps.plot_search_trajectory_single_objective_hps
deephyper.analysis.hps.plot_worker_utilization
deephyper.analysis.hps.read_results_from_csv
Core
deephyper.core.analytics
deephyper.core.analytics.DBManager
deephyper.core.analytics.dashboard
deephyper.core.cli
deephyper.core.exceptions
deephyper.core.exceptions.DeephyperError
deephyper.core.exceptions.DeephyperRuntimeError
deephyper.core.exceptions.MaximumJobsSpawnReached
deephyper.core.exceptions.MissingRequirementError
deephyper.core.exceptions.RunFunctionError
deephyper.core.exceptions.SearchTerminationError
deephyper.core.exceptions.loading
deephyper.core.exceptions.loading.DeephyperError
deephyper.core.exceptions.loading.GenericLoaderError
deephyper.core.exceptions.nas
deephyper.core.exceptions.nas.DeephyperError
deephyper.core.exceptions.nas.NASError
deephyper.core.exceptions.nas.space
deephyper.core.exceptions.problem
deephyper.core.exceptions.problem.DeephyperError
deephyper.core.exceptions.problem.NaProblemError
deephyper.core.exceptions.problem.ProblemLoadDataIsNotCallable
deephyper.core.exceptions.problem.ProblemPreprocessingIsNotCallable
deephyper.core.exceptions.problem.SearchSpaceBuilderIsNotCallable
deephyper.core.exceptions.problem.SearchSpaceBuilderMissingDefaultParameter
deephyper.core.exceptions.problem.SearchSpaceBuilderMissingParameter
deephyper.core.exceptions.problem.SpaceDimNameOfWrongType
deephyper.core.exceptions.problem.WrongProblemObjective
deephyper.core.parser
deephyper.core.parser.add_arguments_from_signature
deephyper.core.parser.signature
deephyper.core.parser.str2bool
deephyper.core.utils
deephyper.core.utils.load_attr
deephyper.core.utils.terminate_on_timeout
deephyper.core.utils.joblib_utils
deephyper.core.utils.joblib_utils.parse_version
Ensemble
deephyper.ensemble.BaggingEnsembleClassifier
deephyper.ensemble.BaggingEnsembleRegressor
deephyper.ensemble.BaseEnsemble
deephyper.ensemble.UQBaggingEnsembleClassifier
deephyper.ensemble.UQBaggingEnsembleRegressor
Evaluator
deephyper.evaluator.distributed
deephyper.evaluator.parse_subprocess_result
deephyper.evaluator.profile
deephyper.evaluator.queued
deephyper.evaluator.to_json
deephyper.evaluator.Evaluator
deephyper.evaluator.Job
deephyper.evaluator.MPICommEvaluator
deephyper.evaluator.ProcessPoolEvaluator
deephyper.evaluator.RayEvaluator
deephyper.evaluator.RunningJob
deephyper.evaluator.SerialEvaluator
deephyper.evaluator.ThreadPoolEvaluator
deephyper.evaluator.callback
deephyper.evaluator.callback.Callback
deephyper.evaluator.callback.LoggerCallback
deephyper.evaluator.callback.ProfilingCallback
deephyper.evaluator.callback.SearchEarlyStopping
deephyper.evaluator.callback.TqdmCallback
deephyper.evaluator.storage
deephyper.evaluator.storage.MemoryStorage
deephyper.evaluator.storage.RayStorage
deephyper.evaluator.storage.RedisStorage
deephyper.evaluator.storage.Storage
Keras
deephyper.keras.callbacks
deephyper.keras.callbacks.import_callback
deephyper.keras.callbacks.CSVExtendedLogger
deephyper.keras.callbacks.LearningRateScheduleCallback
deephyper.keras.callbacks.LearningRateWarmupCallback
deephyper.keras.callbacks.StopIfUnfeasible
deephyper.keras.callbacks.TimeStopping
deephyper.keras.callbacks.csv_extended_logger
deephyper.keras.callbacks.csv_extended_logger.CSVExtendedLogger
deephyper.keras.callbacks.learning_rate_warmup
deephyper.keras.callbacks.learning_rate_warmup.LearningRateScheduleCallback
deephyper.keras.callbacks.learning_rate_warmup.LearningRateWarmupCallback
deephyper.keras.callbacks.stop_if_unfeasible
deephyper.keras.callbacks.stop_if_unfeasible.StopIfUnfeasible
deephyper.keras.callbacks.stop_on_timeout
deephyper.keras.callbacks.stop_on_timeout.TerminateOnTimeOut
deephyper.keras.callbacks.stop_on_timeout.datetime
deephyper.keras.callbacks.time_stopping
deephyper.keras.callbacks.time_stopping.TimeStopping
deephyper.keras.callbacks.utils
deephyper.keras.callbacks.utils.import_callback
deephyper.keras.layers
deephyper.keras.layers.AttentionCOS
deephyper.keras.layers.AttentionConst
deephyper.keras.layers.AttentionGAT
deephyper.keras.layers.AttentionGCN
deephyper.keras.layers.AttentionGenLinear
deephyper.keras.layers.AttentionLinear
deephyper.keras.layers.AttentionSymGAT
deephyper.keras.layers.GlobalAttentionPool
deephyper.keras.layers.GlobalAttentionSumPool
deephyper.keras.layers.GlobalAvgPool
deephyper.keras.layers.GlobalMaxPool
deephyper.keras.layers.GlobalSumPool
deephyper.keras.layers.MessagePasserNNM
deephyper.keras.layers.MessagePassing
deephyper.keras.layers.Padding
deephyper.keras.layers.SparseMPNN
deephyper.keras.layers.UpdateFuncGRU
deephyper.keras.layers.UpdateFuncMLP
deephyper.keras.utils
NAS
deephyper.nas.KSearchSpace
deephyper.nas.NxSearchSpace
deephyper.nas.losses
deephyper.nas.losses.load_attr
deephyper.nas.losses.selectLoss
deephyper.nas.losses.tfp_negloglik
deephyper.nas.losses.OrderedDict
deephyper.nas.lr_scheduler
deephyper.nas.lr_scheduler.exponential_decay
deephyper.nas.metrics
deephyper.nas.metrics.acc
deephyper.nas.metrics.load_attr
deephyper.nas.metrics.mae
deephyper.nas.metrics.mse
deephyper.nas.metrics.r2
deephyper.nas.metrics.rmse
deephyper.nas.metrics.selectMetric
deephyper.nas.metrics.sparse_perplexity
deephyper.nas.metrics.tfp_mae
deephyper.nas.metrics.tfp_mse
deephyper.nas.metrics.tfp_r2
deephyper.nas.metrics.tfp_rmse
deephyper.nas.metrics.to_tfp
deephyper.nas.metrics.OrderedDict
deephyper.nas.node
deephyper.nas.node.ConstantNode
deephyper.nas.node.MimeNode
deephyper.nas.node.MirrorNode
deephyper.nas.node.Node
deephyper.nas.node.Operation
deephyper.nas.node.OperationNode
deephyper.nas.node.VariableNode
deephyper.nas.operation
deephyper.nas.operation.operation
deephyper.nas.operation.AddByPadding
deephyper.nas.operation.AddByProjecting
deephyper.nas.operation.Concatenate
deephyper.nas.operation.Connect
deephyper.nas.operation.Identity
deephyper.nas.operation.Operation
deephyper.nas.operation.Tensor
deephyper.nas.operation.Zero
deephyper.nas.preprocessing
deephyper.nas.preprocessing.minmaxstdscaler
deephyper.nas.preprocessing.stdscaler
deephyper.nas.run
deephyper.nas.run.run_base_trainer
deephyper.nas.run.run_debug
deephyper.nas.run.run_debug_arch
deephyper.nas.run.run_debug_hp_arch
deephyper.nas.run.run_debug_slow
deephyper.nas.run.run_distributed_base_trainer
deephyper.nas.run.run_horovod
deephyper.nas.spacelib
deephyper.nas.spacelib.tabular
deephyper.nas.spacelib.tabular.DenseSkipCoSpace
deephyper.nas.spacelib.tabular.FeedForwardSpace
deephyper.nas.spacelib.tabular.OneLayerSpace
deephyper.nas.spacelib.tabular.SupervisedRegAutoEncoderSpace
deephyper.nas.spacelib.tabular.dense_skipco
deephyper.nas.spacelib.tabular.feed_forward
deephyper.nas.spacelib.tabular.one_layer
deephyper.nas.spacelib.tabular.supervised_reg_auto_encoder
deephyper.nas.trainer
deephyper.nas.trainer.BaseTrainer
deephyper.nas.trainer.HorovodTrainer
Problem
deephyper.problem.HpProblem
deephyper.problem.NaProblem
Search
deephyper.search.Search
deephyper.search.hps
deephyper.search.hps.AMBS
deephyper.search.hps.CBO
deephyper.search.hps.ExperimentalDesignSearch
deephyper.search.hps.MPIDistributedBO
deephyper.search.nas
deephyper.search.nas.AMBSMixed
deephyper.search.nas.AgEBO
deephyper.search.nas.NeuralArchitectureSearch
deephyper.search.nas.Random
deephyper.search.nas.RegularizedEvolution
deephyper.search.nas.RegularizedEvolutionMixed
Skopt
deephyper.skopt.dummy_minimize
deephyper.skopt.dump
deephyper.skopt.expected_minimum
deephyper.skopt.forest_minimize
deephyper.skopt.gbrt_minimize
deephyper.skopt.gp_minimize
deephyper.skopt.load
deephyper.skopt.BayesSearchCV
deephyper.skopt.Optimizer
deephyper.skopt.Space
deephyper.skopt.acquisition
deephyper.skopt.acquisition.gaussian_acquisition_1D
deephyper.skopt.acquisition.gaussian_ei
deephyper.skopt.acquisition.gaussian_lcb
deephyper.skopt.acquisition.gaussian_mes
deephyper.skopt.acquisition.gaussian_pi
deephyper.skopt.benchmarks
deephyper.skopt.benchmarks.bench1
deephyper.skopt.benchmarks.bench1_with_time
deephyper.skopt.benchmarks.bench2
deephyper.skopt.benchmarks.bench3
deephyper.skopt.benchmarks.bench4
deephyper.skopt.benchmarks.bench5
deephyper.skopt.benchmarks.branin
deephyper.skopt.benchmarks.hart6
deephyper.skopt.callbacks
deephyper.skopt.callbacks.check_callback
deephyper.skopt.callbacks.dump
deephyper.skopt.callbacks.time
deephyper.skopt.callbacks.Callable
deephyper.skopt.callbacks.CheckpointSaver
deephyper.skopt.callbacks.DeadlineStopper
deephyper.skopt.callbacks.DeltaXStopper
deephyper.skopt.callbacks.DeltaYStopper
deephyper.skopt.callbacks.EarlyStopper
deephyper.skopt.callbacks.HollowIterationsStopper
deephyper.skopt.callbacks.ThresholdStopper
deephyper.skopt.callbacks.TimerCallback
deephyper.skopt.callbacks.VerboseCallback
deephyper.skopt.learning
deephyper.skopt.learning.ExtraTreesRegressor
deephyper.skopt.learning.GradientBoostingQuantileRegressor
deephyper.skopt.learning.RandomForestRegressor
deephyper.skopt.learning.forest
deephyper.skopt.learning.forest.ExtraTreesRegressor
deephyper.skopt.learning.forest.RandomForestRegressor
deephyper.skopt.learning.gbrt
deephyper.skopt.learning.gbrt.GradientBoostingQuantileRegressor
deephyper.skopt.moo
deephyper.skopt.moo.hypervolume
deephyper.skopt.moo.is_pareto_efficient
deephyper.skopt.moo.non_dominated_set
deephyper.skopt.moo.non_dominated_set_ranked
deephyper.skopt.moo.pareto_front
deephyper.skopt.moo.MoAugmentedChebyshevFunction
deephyper.skopt.moo.MoChebyshevFunction
deephyper.skopt.moo.MoLinearFunction
deephyper.skopt.moo.MoPBIFunction
deephyper.skopt.moo.MoQuadraticFunction
deephyper.skopt.moo.MoScalarFunction
deephyper.skopt.optimizer
deephyper.skopt.optimizer.base_minimize
deephyper.skopt.optimizer.dummy_minimize
deephyper.skopt.optimizer.forest_minimize
deephyper.skopt.optimizer.gbrt_minimize
deephyper.skopt.optimizer.gp_minimize
deephyper.skopt.optimizer.Optimizer
deephyper.skopt.optimizer.base
deephyper.skopt.optimizer.base.base_minimize
deephyper.skopt.optimizer.base.check_callback
deephyper.skopt.optimizer.base.eval_callbacks
deephyper.skopt.optimizer.base.Iterable
deephyper.skopt.optimizer.base.Optimizer
deephyper.skopt.optimizer.base.VerboseCallback
deephyper.skopt.optimizer.dummy
deephyper.skopt.optimizer.dummy.base_minimize
deephyper.skopt.optimizer.dummy.dummy_minimize
deephyper.skopt.optimizer.forest
deephyper.skopt.optimizer.forest.base_minimize
deephyper.skopt.optimizer.forest.forest_minimize
deephyper.skopt.optimizer.gbrt
deephyper.skopt.optimizer.gbrt.base_minimize
deephyper.skopt.optimizer.gbrt.cook_estimator
deephyper.skopt.optimizer.gbrt.gbrt_minimize
deephyper.skopt.optimizer.gp
deephyper.skopt.optimizer.gp.base_minimize
deephyper.skopt.optimizer.gp.cook_estimator
deephyper.skopt.optimizer.gp.gp_minimize
deephyper.skopt.optimizer.gp.normalize_dimensions
deephyper.skopt.optimizer.optimizer
deephyper.skopt.optimizer.optimizer.boltzmann_distribution
deephyper.skopt.optimizer.optimizer.check_x_in_space
deephyper.skopt.optimizer.optimizer.cook_estimator
deephyper.skopt.optimizer.optimizer.cook_initial_point_generator
deephyper.skopt.optimizer.optimizer.cook_objective_scaler
deephyper.skopt.optimizer.optimizer.create_result
deephyper.skopt.optimizer.optimizer.gaussian_acquisition_1D
deephyper.skopt.optimizer.optimizer.has_gradients
deephyper.skopt.optimizer.optimizer.is_2Dlistlike
deephyper.skopt.optimizer.optimizer.is_listlike
deephyper.skopt.optimizer.optimizer.log
deephyper.skopt.optimizer.optimizer.normalize_dimensions
deephyper.skopt.optimizer.optimizer.Categorical
deephyper.skopt.optimizer.optimizer.MoScalarFunction
deephyper.skopt.optimizer.optimizer.Optimizer
deephyper.skopt.optimizer.optimizer.Space
deephyper.skopt.optimizer.optimizer.ExhaustedFailures
deephyper.skopt.optimizer.optimizer.ExhaustedSearchSpace
deephyper.skopt.sampler
deephyper.skopt.sampler.Grid
deephyper.skopt.sampler.Halton
deephyper.skopt.sampler.Hammersly
deephyper.skopt.sampler.InitialPointGenerator
deephyper.skopt.sampler.Lhs
deephyper.skopt.sampler.Sobol
deephyper.skopt.sampler.base
deephyper.skopt.sampler.base.InitialPointGenerator
deephyper.skopt.sampler.grid
deephyper.skopt.sampler.grid.Grid
deephyper.skopt.sampler.grid.InitialPointGenerator
deephyper.skopt.sampler.grid.Space
deephyper.skopt.sampler.halton
deephyper.skopt.sampler.halton.Halton
deephyper.skopt.sampler.halton.InitialPointGenerator
deephyper.skopt.sampler.halton.Space
deephyper.skopt.sampler.hammersly
deephyper.skopt.sampler.hammersly.Halton
deephyper.skopt.sampler.hammersly.Hammersly
deephyper.skopt.sampler.hammersly.InitialPointGenerator
deephyper.skopt.sampler.hammersly.Space
deephyper.skopt.sampler.lhs
deephyper.skopt.sampler.lhs.InitialPointGenerator
deephyper.skopt.sampler.lhs.Lhs
deephyper.skopt.sampler.lhs.Space
deephyper.skopt.sampler.sobol
deephyper.skopt.sampler.sobol.InitialPointGenerator
deephyper.skopt.sampler.sobol.Sobol
deephyper.skopt.sampler.sobol.Space
deephyper.skopt.searchcv
deephyper.skopt.searchcv.check_callback
deephyper.skopt.searchcv.check_dimension
deephyper.skopt.searchcv.dimensions_aslist
deephyper.skopt.searchcv.eval_callbacks
deephyper.skopt.searchcv.point_asdict
deephyper.skopt.searchcv.rankdata
deephyper.skopt.searchcv.BayesSearchCV
deephyper.skopt.searchcv.Optimizer
deephyper.skopt.space
deephyper.skopt.space.check_dimension
deephyper.skopt.space.Categorical
deephyper.skopt.space.CategoricalEncoder
deephyper.skopt.space.Dimension
deephyper.skopt.space.Identity
deephyper.skopt.space.Integer
deephyper.skopt.space.LabelEncoder
deephyper.skopt.space.LogN
deephyper.skopt.space.Normalize
deephyper.skopt.space.Pipeline
deephyper.skopt.space.Real
deephyper.skopt.space.Space
deephyper.skopt.space.StringEncoder
deephyper.skopt.space.ToInteger
deephyper.skopt.space.gaussian_kde
deephyper.skopt.space.space
deephyper.skopt.space.space.check_dimension
deephyper.skopt.space.space.Categorical
deephyper.skopt.space.space.CategoricalEncoder
deephyper.skopt.space.space.Dimension
deephyper.skopt.space.space.Identity
deephyper.skopt.space.space.Integer
deephyper.skopt.space.space.LabelEncoder
deephyper.skopt.space.space.LogN
deephyper.skopt.space.space.Normalize
deephyper.skopt.space.space.Pipeline
deephyper.skopt.space.space.Real
deephyper.skopt.space.space.Space
deephyper.skopt.space.space.StringEncoder
deephyper.skopt.space.space.ToInteger
deephyper.skopt.space.space.gaussian_kde
deephyper.skopt.space.transformers
deephyper.skopt.space.transformers.CategoricalEncoder
deephyper.skopt.space.transformers.Identity
deephyper.skopt.space.transformers.LabelEncoder
deephyper.skopt.space.transformers.LogN
deephyper.skopt.space.transformers.Normalize
deephyper.skopt.space.transformers.Pipeline
deephyper.skopt.space.transformers.StringEncoder
deephyper.skopt.space.transformers.ToInteger
deephyper.skopt.space.transformers.Transformer
deephyper.skopt.utils
deephyper.skopt.utils.check_dimension_names
deephyper.skopt.utils.check_list_types
deephyper.skopt.utils.check_x_in_space
deephyper.skopt.utils.cook_estimator
deephyper.skopt.utils.cook_initial_point_generator
deephyper.skopt.utils.cook_objective_scaler
deephyper.skopt.utils.create_result
deephyper.skopt.utils.deepcopy
deephyper.skopt.utils.dimensions_aslist
deephyper.skopt.utils.dump
deephyper.skopt.utils.eval_callbacks
deephyper.skopt.utils.expected_minimum
deephyper.skopt.utils.expected_minimum_random_sampling
deephyper.skopt.utils.has_gradients
deephyper.skopt.utils.is_2Dlistlike
deephyper.skopt.utils.is_listlike
deephyper.skopt.utils.load
deephyper.skopt.utils.normalize_dimensions
deephyper.skopt.utils.point_asdict
deephyper.skopt.utils.point_aslist
deephyper.skopt.utils.use_named_args
deephyper.skopt.utils.wraps
deephyper.skopt.utils.Dimension
deephyper.skopt.utils.ExtraTreesRegressor
deephyper.skopt.utils.GradientBoostingQuantileRegressor
deephyper.skopt.utils.Grid
deephyper.skopt.utils.Halton
deephyper.skopt.utils.Hammersly
deephyper.skopt.utils.InitialPointGenerator
deephyper.skopt.utils.Lhs
deephyper.skopt.utils.OrderedDict
deephyper.skopt.utils.RandomForestRegressor
deephyper.skopt.utils.Sobol
deephyper.skopt.utils.Space
Stopper
deephyper.stopper.ConstantStopper
deephyper.stopper.IdleStopper
deephyper.stopper.LCModelStopper
deephyper.stopper.MedianStopper
deephyper.stopper.Stopper
deephyper.stopper.SuccessiveHalvingStopper
deephyper.stopper.integration
deephyper.stopper.integration.deepxde
deephyper.stopper.integration.deepxde.DeepXDEStopperCallback
deephyper.stopper.integration.tensorflow
deephyper.stopper.integration.tensorflow.TFKerasStopperCallback
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deephyper.skopt.utils.check_x_in_space
Contents
check_x_in_space()
deephyper.skopt.utils.check_x_in_space
#
deephyper.skopt.utils.
check_x_in_space
(
x
,
space
)
[source]
#
Contents
check_x_in_space()
