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HyperparameterHunter API Essentials

This section exposes the API for all the HyperparameterHunter functionality that will be necessary for most users.

Environment

.. autoclass:: hyperparameter_hunter.environment.Environment
   :noindex:
   :members:

Experimentation

.. autoclass:: hyperparameter_hunter.experiments.CVExperiment
   :noindex:
   :members: __init__

Hyperparameter Optimization

.. autoclass:: hyperparameter_hunter.optimization.backends.skopt.protocols.BayesianOptPro
   :noindex:

   .. automethod:: __init__
      :noindex:
   .. automethod:: forge_experiment
      :noindex:
   .. automethod:: go
      :noindex:


.. autoclass:: hyperparameter_hunter.optimization.backends.skopt.protocols.GradientBoostedRegressionTreeOptPro
   :noindex:

   .. automethod:: __init__
      :noindex:
   .. automethod:: forge_experiment
      :noindex:
   .. automethod:: go
      :noindex:


.. autoclass:: hyperparameter_hunter.optimization.backends.skopt.protocols.RandomForestOptPro
   :noindex:

   .. automethod:: __init__
      :noindex:
   .. automethod:: forge_experiment
      :noindex:
   .. automethod:: go
      :noindex:


.. autoclass:: hyperparameter_hunter.optimization.backends.skopt.protocols.ExtraTreesOptPro
   :noindex:

   .. automethod:: __init__
      :noindex:
   .. automethod:: forge_experiment
      :noindex:
   .. automethod:: go
      :noindex:


.. autoclass:: hyperparameter_hunter.optimization.backends.skopt.protocols.DummyOptPro
   :noindex:

   .. automethod:: __init__
      :noindex:
   .. automethod:: forge_experiment
      :noindex:
   .. automethod:: go
      :noindex:

Hyperparameter Space

.. autoclass:: hyperparameter_hunter.space.dimensions.Real
   :noindex:

   .. automethod:: __init__
      :noindex:


.. autoclass:: hyperparameter_hunter.space.dimensions.Integer
   :noindex:

   .. automethod:: __init__
      :noindex:


.. autoclass:: hyperparameter_hunter.space.dimensions.Categorical
   :noindex:

   .. automethod:: __init__
      :noindex:

Feature Engineering

.. autoclass:: hyperparameter_hunter.feature_engineering.FeatureEngineer
   :noindex:
   :members: __init__


.. autoclass:: hyperparameter_hunter.feature_engineering.EngineerStep
   :noindex:
   :members: __init__

Extras

.. autofunction:: hyperparameter_hunter.callbacks.bases.lambda_callback
   :noindex:


Indices and tables

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