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-animal random forest inference ---------------------------------------------- .. autoclass:: simba.model.inference_multi_animal_batch.InferenceMultiAnimalBatch :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: SAM2 segmentation inference ------------------------------------------------- .. autoclass:: simba.model.sam_inference.SamInference :members: :undoc-members: Fit YOLO model ------------------------------------------------- .. autoclass:: simba.model.yolo_fit.FitYolo :members: :undoc-members: YOLO bounding-box inference ------------------------------------------------- .. autoclass:: simba.model.yolo_inference.YoloInference :members: :undoc-members: