simba.model_mixin.rst

Model mixin

Utilities for fit, inference, and evaluation of classifiers.

.. autoclass:: simba.mixins.train_model_mixin.TrainModelMixin
   :members:
   :undoc-members:

Batch random forest inference

.. autoclass:: simba.model.inference_batch.InferenceBatch
   :members:
   :undoc-members:

Batch multi-class random forest inference

.. autoclass:: simba.model.inference_multiclass_batch.InferenceMulticlassBatch
   :members:
   :undoc-members:

Grid-search random forest classifiers

.. autoclass:: simba.model.grid_search_rf.GridSearchRandomForestClassifier
   :members:
   :undoc-members:

Grid-search random forest multi-classifiers

.. autoclass:: simba.model.grid_search_multiclass_rf.GridSearchMulticlassRandomForestClassifier
   :members:
   :undoc-members:

Random forest inference - validation

.. autoclass:: simba.model.inference_validation.InferenceValidation
   :members:
   :undoc-members:

Fit random forest classifier

.. autoclass:: simba.model.train_rf.TrainRandomForestClassifier
   :members:
   :undoc-members:

Fit random forest classifier - multi-class

.. autoclass:: simba.model.train_multiclass_rf.TrainMultiClassRandomForestClassifier
   :members:
   :undoc-members:

Ordinal classifier methods

.. autoclass:: simba.model.ordinal_clf.OrdinalClassifier
   :members:
   :undoc-members:

Regression - metrics

.. automodule:: simba.model.regression.metrics
   :members:
   :show-inheritance:

Regression - fit and transform

.. automodule:: simba.model.regression.model
   :members:
   :show-inheritance: