MAMUT
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Installation
Quickstart
User Guide
User Guide
Reports and Artifacts
Evidence Benchmark
Kaggle Benchmarks
Examples
MAMUT Walkthrough: Auditable Tabular Classification
API Reference
MAMUT API
Preprocessing API
Utilities API
Project Maintenance
Dependency Update Policy
MAMUT
Index
Index
_
|
B
|
C
|
E
|
F
|
G
|
H
|
I
|
L
|
M
|
N
|
O
|
P
|
R
|
S
|
T
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X
|
Y
_
_check_fitted() (mamut.preprocessing.preprocessing.Preprocessor method)
B
best_model_ (mamut.wrapper.Mamut attribute)
best_score_ (mamut.wrapper.Mamut attribute)
C
cat_imputation (mamut.preprocessing.preprocessing.Preprocessor attribute)
categorical_features (mamut.preprocessing.preprocessing.Preprocessor attribute)
create_ensemble() (mamut.wrapper.Mamut method)
create_greedy_ensemble() (mamut.wrapper.Mamut method)
E
ensemble_ (mamut.wrapper.Mamut attribute)
ensemble_models_ (mamut.wrapper.Mamut attribute)
evaluate() (mamut.wrapper.Mamut method)
exclude_models (mamut.wrapper.Mamut attribute)
F
feature_selection (mamut.preprocessing.preprocessing.Preprocessor attribute)
fit() (mamut.wrapper.Mamut method)
fit_transform() (mamut.preprocessing.preprocessing.Preprocessor method)
fitted_models_ (mamut.wrapper.Mamut attribute)
G
greedy_ensemble_ (mamut.wrapper.Mamut attribute)
H
handle_categorical() (in module mamut.preprocessing.handlers)
handle_extraction() (in module mamut.preprocessing.handlers)
handle_imbalanced() (in module mamut.preprocessing.handlers)
handle_missing_categorical() (in module mamut.preprocessing.handlers)
handle_missing_numeric() (in module mamut.preprocessing.handlers)
handle_outliers() (in module mamut.preprocessing.handlers)
handle_scaling() (in module mamut.preprocessing.handlers)
handle_selection() (in module mamut.preprocessing.handlers)
handle_skewed() (in module mamut.preprocessing.handlers)
I
imb_threshold (mamut.wrapper.Mamut attribute)
imbalance_threshold (mamut.preprocessing.preprocessing.Preprocessor attribute)
imbalanced_ (mamut.wrapper.Mamut attribute)
imbalanced_resampling (mamut.preprocessing.preprocessing.Preprocessor attribute)
L
le (mamut.wrapper.Mamut attribute)
M
Mamut (class in mamut.wrapper)
mamut.evidence
module
mamut.preprocessing.handlers
module
mamut.preprocessing.settings
module
mamut.utils.utils
module
model_selector (mamut.wrapper.Mamut attribute)
ModelEvaluator (class in mamut.evaluation)
ModelSelector (class in mamut.model_selection)
module
mamut.evidence
mamut.preprocessing.handlers
mamut.preprocessing.settings
mamut.utils.utils
N
n_iterations (mamut.wrapper.Mamut attribute)
num_imputation (mamut.preprocessing.preprocessing.Preprocessor attribute)
numeric_features (mamut.preprocessing.preprocessing.Preprocessor attribute)
O
optimization_method (mamut.wrapper.Mamut attribute)
optuna_studies_ (mamut.wrapper.Mamut attribute)
outlier_removal (mamut.preprocessing.preprocessing.Preprocessor attribute)
P
pca (mamut.preprocessing.preprocessing.Preprocessor attribute)
pca_threshold (mamut.preprocessing.preprocessing.Preprocessor attribute)
predict() (mamut.wrapper.Mamut method)
predict_proba() (mamut.wrapper.Mamut method)
preprocess (mamut.wrapper.Mamut attribute)
Preprocessor (class in mamut.preprocessing.preprocessing)
preprocessor (mamut.wrapper.Mamut attribute)
R
random_state (mamut.preprocessing.preprocessing.Preprocessor attribute)
(mamut.wrapper.Mamut attribute)
raw_fitted_models_ (mamut.wrapper.Mamut attribute)
report() (mamut.preprocessing.preprocessing.Preprocessor method)
resampling_strategy (mamut.preprocessing.preprocessing.Preprocessor attribute)
S
sample_parameter() (in module mamut.utils.utils)
save_best_model() (mamut.wrapper.Mamut method)
scaling (mamut.preprocessing.preprocessing.Preprocessor attribute)
score_metric (mamut.wrapper.Mamut attribute)
selection_threshold (mamut.preprocessing.preprocessing.Preprocessor attribute)
skew_threshold (mamut.preprocessing.preprocessing.Preprocessor attribute)
T
training_summary_ (mamut.wrapper.Mamut attribute)
transform() (mamut.preprocessing.preprocessing.Preprocessor method)
X
X (mamut.wrapper.Mamut attribute)
X_holdout (mamut.wrapper.Mamut attribute)
X_train (mamut.wrapper.Mamut attribute)
X_validation (mamut.wrapper.Mamut attribute)
Y
y (mamut.wrapper.Mamut attribute)
y_holdout (mamut.wrapper.Mamut attribute)
y_train (mamut.wrapper.Mamut attribute)
y_validation (mamut.wrapper.Mamut attribute)