mlens
0.1.X
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mlens
mlens
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B
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C
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D
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E
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F
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G
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I
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J
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K
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L
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M
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N
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P
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R
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Y
A
add() (mlens.ensemble.base.LayerContainer method)
(mlens.ensemble.BlendEnsemble method)
(mlens.ensemble.SequentialEnsemble method)
(mlens.ensemble.Subsemble method)
(mlens.ensemble.SuperLearner method)
(mlens.ensemble.blend.BlendEnsemble method)
(mlens.ensemble.sequential.SequentialEnsemble method)
(mlens.ensemble.subsemble.Subsemble method)
(mlens.ensemble.super_learner.SuperLearner method)
(mlens.preprocessing.EnsembleTransformer method)
(mlens.preprocessing.ensemble_transformer.EnsembleTransformer method)
add_meta() (mlens.ensemble.blend.BlendEnsemble method)
(mlens.ensemble.BlendEnsemble method)
(mlens.ensemble.SequentialEnsemble method)
(mlens.ensemble.Subsemble method)
(mlens.ensemble.SuperLearner method)
(mlens.ensemble.sequential.SequentialEnsemble method)
(mlens.ensemble.subsemble.Subsemble method)
(mlens.ensemble.super_learner.SuperLearner method)
assert_correct_format() (in module mlens.utils)
(in module mlens.utils.checks)
assert_valid_estimator() (in module mlens.utils.checks)
B
BaseEnsemble (class in mlens.ensemble.base)
BaseEstimator (class in mlens.parallel)
(class in mlens.parallel.estimation)
BaseIndex (class in mlens.base.indexer)
BaseProcessor (class in mlens.parallel.manager)
BlendEnsemble (class in mlens.ensemble)
(class in mlens.ensemble.blend)
Blender (class in mlens.parallel)
(class in mlens.parallel.blend)
BlendIndex (class in mlens.base)
(class in mlens.base.indexer)
C
Cache (class in mlens.utils.dummy)
caller (mlens.parallel.manager.BaseProcessor attribute)
check_all_finite() (in module mlens.utils.validation)
check_ensemble_build() (in module mlens.utils)
(in module mlens.utils.checks)
check_initialized() (in module mlens.utils)
(in module mlens.utils.checks)
check_inputs() (in module mlens.utils)
(in module mlens.utils.validation)
check_instances() (in module mlens.utils)
(in module mlens.utils.formatting)
check_is_fitted() (in module mlens.utils)
(in module mlens.utils.checks)
clustered_corrmap() (in module mlens.visualization)
(in module mlens.visualization.correlations)
ClusteredSubsetIndex (class in mlens.base)
(class in mlens.base.indexer)
CMLog (class in mlens.utils)
(class in mlens.utils.utils)
collect() (mlens.utils.CMLog method)
(mlens.utils.utils.CMLog method)
corr_X_y() (in module mlens.visualization)
(in module mlens.visualization.correlations)
corrmat() (in module mlens.visualization)
(in module mlens.visualization.correlations)
cv_results (mlens.model_selection.Evaluator attribute)
(mlens.model_selection.model_selection.Evaluator attribute)
D
Data (class in mlens.utils.dummy)
DataConversionWarning
dir (mlens.parallel.manager.Job attribute)
DummyPartition (class in mlens.utils.dummy)
dump_array() (in module mlens.parallel.manager)
E
EfficiencyWarning
EnsembleTransformer (class in mlens.preprocessing)
(class in mlens.preprocessing.ensemble_transformer)
estimators_ (mlens.ensemble.base.Layer attribute)
evaluate() (mlens.model_selection.Evaluator method)
(mlens.model_selection.model_selection.Evaluator method)
(mlens.parallel.Evaluation method)
(mlens.parallel.evaluation.Evaluation method)
Evaluation (class in mlens.parallel)
(class in mlens.parallel.evaluation)
Evaluator (class in mlens.model_selection)
(class in mlens.model_selection.model_selection)
exp_var_plot() (in module mlens.visualization)
(in module mlens.visualization.var_analysis)
F
fit() (mlens.base.BlendIndex method)
(mlens.base.ClusteredSubsetIndex method)
(mlens.base.FoldIndex method)
(mlens.base.FullIndex method)
(mlens.base.IdTrain method)
(mlens.base.SubsetIndex method)
(mlens.base.id_train.IdTrain method)
(mlens.base.indexer.BaseIndex method)
(mlens.base.indexer.BlendIndex method)
(mlens.base.indexer.ClusteredSubsetIndex method)
(mlens.base.indexer.FoldIndex method)
(mlens.base.indexer.FullIndex method)
(mlens.base.indexer.SubsetIndex method)
(mlens.ensemble.base.BaseEnsemble method)
(mlens.ensemble.base.LayerContainer method)
(mlens.model_selection.Evaluator method)
(mlens.model_selection.model_selection.Evaluator method)
(mlens.preprocessing.EnsembleTransformer method)
(mlens.preprocessing.Shift method)
(mlens.preprocessing.Subset method)
(mlens.preprocessing.ensemble_transformer.EnsembleTransformer method)
(mlens.preprocessing.preprocess.Shift method)
(mlens.preprocessing.preprocess.Subset method)
(mlens.utils.dummy.LogisticRegression method)
(mlens.utils.dummy.OLS method)
(mlens.utils.dummy.Scale method)
fit_score() (in module mlens.parallel.evaluation)
FitFailedError
FitFailedWarning
FoldIndex (class in mlens.base)
(class in mlens.base.indexer)
FullIndex (class in mlens.base)
(class in mlens.base.indexer)
G
generate() (mlens.base.indexer.BaseIndex method)
get_data() (mlens.utils.dummy.Data method)
get_layer() (mlens.utils.dummy.LayerGenerator method)
get_layer_container() (mlens.utils.dummy.LayerGenerator method)
get_params() (mlens.ensemble.base.Layer method)
(mlens.ensemble.base.LayerContainer method)
get_preds() (mlens.parallel.manager.ParallelProcessing method)
(mlens.parallel.ParallelProcessing method)
ground_truth() (mlens.utils.dummy.Data method)
I
IdTrain (class in mlens.base)
(class in mlens.base.id_train)
initialize() (mlens.model_selection.Evaluator method)
(mlens.model_selection.model_selection.Evaluator method)
(mlens.parallel.manager.BaseProcessor method)
InitMixin (class in mlens.utils.dummy)
InputDataWarning
is_train() (mlens.base.id_train.IdTrain method)
(mlens.base.IdTrain method)
J
Job (class in mlens.parallel.manager)
job (mlens.parallel.manager.BaseProcessor attribute)
(mlens.parallel.manager.Job attribute)
K
kwarg_parser() (in module mlens.utils)
(in module mlens.utils.utils)
L
Layer (class in mlens.ensemble.base)
layer_est() (mlens.utils.dummy.Cache method)
layer_fit() (in module mlens.utils.dummy)
layer_predict() (in module mlens.utils.dummy)
layer_transform() (in module mlens.utils.dummy)
LayerContainer (class in mlens.ensemble.base)
LayerGenerator (class in mlens.utils.dummy)
LayerSpecificationError
LayerSpecificationWarning
lc_feature_prop() (in module mlens.utils.dummy)
lc_fit() (in module mlens.utils.dummy)
lc_from_csv() (in module mlens.utils.dummy)
lc_from_file() (in module mlens.utils.dummy)
lc_predict() (in module mlens.utils.dummy)
lc_transform() (in module mlens.utils.dummy)
load_indexer() (mlens.utils.dummy.LayerGenerator static method)
LogisticRegression (class in mlens.utils.dummy)
M
make_scorer() (in module mlens.metrics)
mape() (in module mlens.metrics)
(in module mlens.metrics.metrics)
mlens (module)
mlens.base (module)
mlens.base.id_train (module)
mlens.base.indexer (module)
mlens.ensemble (module)
mlens.ensemble.base (module)
mlens.ensemble.blend (module)
mlens.ensemble.sequential (module)
mlens.ensemble.subsemble (module)
mlens.ensemble.super_learner (module)
mlens.metrics (module)
mlens.metrics.metrics (module)
mlens.model_selection (module)
mlens.model_selection.model_selection (module)
mlens.parallel (module)
mlens.parallel.blend (module)
mlens.parallel.estimation (module)
mlens.parallel.evaluation (module)
mlens.parallel.manager (module)
mlens.parallel.single_run (module)
mlens.parallel.stack (module)
mlens.parallel.subset (module)
mlens.preprocessing (module)
mlens.preprocessing.ensemble_transformer (module)
mlens.preprocessing.preprocess (module)
mlens.utils (module)
mlens.utils.checks (module)
mlens.utils.dummy (module)
mlens.utils.exceptions (module)
mlens.utils.formatting (module)
mlens.utils.utils (module)
mlens.utils.validation (module)
mlens.visualization (module)
mlens.visualization.correlations (module)
mlens.visualization.var_analysis (module)
monitor() (mlens.utils.CMLog method)
(mlens.utils.utils.CMLog method)
N
NonBLASDotWarning
NotFittedError
O
OLS (class in mlens.utils.dummy)
P
ParallelEvaluation (class in mlens.parallel)
(class in mlens.parallel.manager)
ParallelProcessing (class in mlens.parallel)
(class in mlens.parallel.manager)
ParallelProcessingError
ParallelProcessingWarning
partition() (mlens.base.ClusteredSubsetIndex method)
(mlens.base.SubsetIndex method)
(mlens.base.indexer.ClusteredSubsetIndex method)
(mlens.base.indexer.SubsetIndex method)
(mlens.utils.dummy.DummyPartition method)
pca_comp_plot() (in module mlens.visualization)
(in module mlens.visualization.var_analysis)
pca_plot() (in module mlens.visualization)
(in module mlens.visualization.var_analysis)
permutation() (in module mlens.base.id_train)
pickle_load() (in module mlens.utils)
(in module mlens.utils.utils)
pickle_save() (in module mlens.utils)
(in module mlens.utils.utils)
predict() (mlens.ensemble.base.BaseEnsemble method)
(mlens.ensemble.base.LayerContainer method)
(mlens.preprocessing.EnsembleTransformer method)
(mlens.preprocessing.ensemble_transformer.EnsembleTransformer method)
(mlens.utils.dummy.LogisticRegression method)
(mlens.utils.dummy.OLS method)
predict_in (mlens.parallel.manager.Job attribute)
predict_out (mlens.parallel.manager.Job attribute)
predict_proba() (mlens.ensemble.base.BaseEnsemble method)
(mlens.utils.dummy.LogisticRegression method)
PredictFailedError
PredictFailedWarning
preprocess() (mlens.model_selection.Evaluator method)
(mlens.model_selection.model_selection.Evaluator method)
(mlens.parallel.Evaluation method)
(mlens.parallel.evaluation.Evaluation method)
preprocessing_ (mlens.ensemble.base.Layer attribute)
print_job() (in module mlens.ensemble.base)
print_time() (in module mlens.utils)
(in module mlens.utils.utils)
process() (mlens.parallel.manager.ParallelEvaluation method)
(mlens.parallel.ParallelEvaluation method)
(mlens.parallel.ParallelProcessing method)
(mlens.parallel.manager.ParallelProcessing method)
R
rmse() (in module mlens.metrics)
(in module mlens.metrics.metrics)
run() (mlens.parallel.BaseEstimator method)
(mlens.parallel.Blender method)
(mlens.parallel.SingleRun method)
(mlens.parallel.Stacker method)
(mlens.parallel.SubStacker method)
(mlens.parallel.blend.Blender method)
(mlens.parallel.estimation.BaseEstimator method)
(mlens.parallel.single_run.SingleRun method)
(mlens.parallel.stack.Stacker method)
(mlens.parallel.subset.SubStacker method)
S
safe_print() (in module mlens.utils)
(in module mlens.utils.utils)
Scale (class in mlens.utils.dummy)
scores_ (mlens.ensemble.blend.BlendEnsemble attribute)
(mlens.ensemble.BlendEnsemble attribute)
(mlens.ensemble.SequentialEnsemble attribute)
(mlens.ensemble.Subsemble attribute)
(mlens.ensemble.SuperLearner attribute)
(mlens.ensemble.sequential.SequentialEnsemble attribute)
(mlens.ensemble.subsemble.Subsemble attribute)
(mlens.ensemble.super_learner.SuperLearner attribute)
(mlens.preprocessing.EnsembleTransformer attribute)
(mlens.preprocessing.ensemble_transformer.EnsembleTransformer attribute)
SequentialEnsemble (class in mlens.ensemble)
(class in mlens.ensemble.sequential)
set_verbosity() (mlens.ensemble.base.BaseEnsemble method)
Shift (class in mlens.preprocessing)
(class in mlens.preprocessing.preprocess)
SingleRun (class in mlens.parallel)
(class in mlens.parallel.single_run)
soft_check_1d() (in module mlens.utils.validation)
soft_check_array() (in module mlens.utils.validation)
soft_check_x_y() (in module mlens.utils.validation)
Stacker (class in mlens.parallel)
(class in mlens.parallel.stack)
store_X_y() (mlens.utils.dummy.Cache method)
Subsemble (class in mlens.ensemble)
(class in mlens.ensemble.subsemble)
Subset (class in mlens.preprocessing)
(class in mlens.preprocessing.preprocess)
SubsetIndex (class in mlens.base)
(class in mlens.base.indexer)
SubStacker (class in mlens.parallel)
(class in mlens.parallel.subset)
summary (mlens.model_selection.Evaluator attribute)
(mlens.model_selection.model_selection.Evaluator attribute)
SuperLearner (class in mlens.ensemble)
(class in mlens.ensemble.super_learner)
T
terminate() (mlens.model_selection.Evaluator method)
(mlens.model_selection.model_selection.Evaluator method)
(mlens.parallel.manager.BaseProcessor method)
(mlens.utils.dummy.Cache method)
tmp (mlens.parallel.manager.Job attribute)
transform() (in module mlens.parallel.blend)
(mlens.ensemble.base.LayerContainer method)
(mlens.preprocessing.EnsembleTransformer method)
(mlens.preprocessing.Shift method)
(mlens.preprocessing.Subset method)
(mlens.preprocessing.ensemble_transformer.EnsembleTransformer method)
(mlens.preprocessing.preprocess.Shift method)
(mlens.preprocessing.preprocess.Subset method)
(mlens.utils.dummy.Scale method)
U
update() (mlens.parallel.manager.Job method)
W
wape() (in module mlens.metrics)
(in module mlens.metrics.metrics)
Y
y (mlens.parallel.manager.Job attribute)
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