LightGBM
Contents:
Installation Guide
Quick Start
Python Quick Start
Features
Experiments
Parameters
Parameters Tuning
Python API
Parallel Learning Guide
GPU Tutorial
Advanced Topics
FAQ
Development Guide
LightGBM
Docs
»
Index
Index
A
|
B
|
C
|
D
|
E
|
F
|
G
|
L
|
M
|
N
|
O
|
P
|
R
|
S
|
T
|
U
A
add_valid() (lightgbm.Booster method)
attr() (lightgbm.Booster method)
B
best_iteration_ (lightgbm.LGBMClassifier attribute)
,
[1]
(lightgbm.LGBMModel attribute)
,
[1]
(lightgbm.LGBMRanker attribute)
,
[1]
(lightgbm.LGBMRegressor attribute)
,
[1]
best_score_ (lightgbm.LGBMClassifier attribute)
,
[1]
(lightgbm.LGBMModel attribute)
,
[1]
(lightgbm.LGBMRanker attribute)
,
[1]
(lightgbm.LGBMRegressor attribute)
,
[1]
Booster (class in lightgbm)
booster_ (lightgbm.LGBMClassifier attribute)
,
[1]
(lightgbm.LGBMModel attribute)
,
[1]
(lightgbm.LGBMRanker attribute)
,
[1]
(lightgbm.LGBMRegressor attribute)
,
[1]
C
classes_ (lightgbm.LGBMClassifier attribute)
,
[1]
(lightgbm.LGBMModel attribute)
(lightgbm.LGBMRanker attribute)
(lightgbm.LGBMRegressor attribute)
construct() (lightgbm.Dataset method)
create_tree_digraph() (in module lightgbm)
create_valid() (lightgbm.Dataset method)
current_iteration() (lightgbm.Booster method)
cv() (in module lightgbm)
D
Dataset (class in lightgbm)
dump_model() (lightgbm.Booster method)
E
early_stopping() (in module lightgbm)
eval() (lightgbm.Booster method)
eval_train() (lightgbm.Booster method)
eval_valid() (lightgbm.Booster method)
evals_result_ (lightgbm.LGBMClassifier attribute)
,
[1]
(lightgbm.LGBMModel attribute)
,
[1]
(lightgbm.LGBMRanker attribute)
,
[1]
(lightgbm.LGBMRegressor attribute)
,
[1]
F
feature_importance() (lightgbm.Booster method)
feature_importances_ (lightgbm.LGBMClassifier attribute)
,
[1]
(lightgbm.LGBMModel attribute)
,
[1]
(lightgbm.LGBMRanker attribute)
,
[1]
(lightgbm.LGBMRegressor attribute)
,
[1]
feature_name() (lightgbm.Booster method)
fit() (lightgbm.LGBMClassifier method)
(lightgbm.LGBMModel method)
(lightgbm.LGBMRanker method)
(lightgbm.LGBMRegressor method)
free_dataset() (lightgbm.Booster method)
free_network() (lightgbm.Booster method)
G
get_field() (lightgbm.Dataset method)
get_group() (lightgbm.Dataset method)
get_init_score() (lightgbm.Dataset method)
get_label() (lightgbm.Dataset method)
get_leaf_output() (lightgbm.Booster method)
get_params() (lightgbm.LGBMClassifier method)
(lightgbm.LGBMModel method)
(lightgbm.LGBMRanker method)
(lightgbm.LGBMRegressor method)
get_ref_chain() (lightgbm.Dataset method)
get_weight() (lightgbm.Dataset method)
L
LGBMClassifier (class in lightgbm)
LGBMModel (class in lightgbm)
LGBMRanker (class in lightgbm)
LGBMRegressor (class in lightgbm)
M
model_from_string() (lightgbm.Booster method)
model_to_string() (lightgbm.Booster method)
N
n_classes_ (lightgbm.LGBMClassifier attribute)
,
[1]
(lightgbm.LGBMModel attribute)
(lightgbm.LGBMRanker attribute)
(lightgbm.LGBMRegressor attribute)
n_features_ (lightgbm.LGBMClassifier attribute)
,
[1]
(lightgbm.LGBMModel attribute)
,
[1]
(lightgbm.LGBMRanker attribute)
,
[1]
(lightgbm.LGBMRegressor attribute)
,
[1]
num_data() (lightgbm.Dataset method)
num_feature() (lightgbm.Booster method)
(lightgbm.Dataset method)
num_model_per_iteration() (lightgbm.Booster method)
num_trees() (lightgbm.Booster method)
O
objective_ (lightgbm.LGBMClassifier attribute)
,
[1]
(lightgbm.LGBMModel attribute)
,
[1]
(lightgbm.LGBMRanker attribute)
,
[1]
(lightgbm.LGBMRegressor attribute)
,
[1]
P
plot_importance() (in module lightgbm)
plot_metric() (in module lightgbm)
plot_tree() (in module lightgbm)
predict() (lightgbm.Booster method)
(lightgbm.LGBMClassifier method)
(lightgbm.LGBMModel method)
(lightgbm.LGBMRanker method)
(lightgbm.LGBMRegressor method)
predict_proba() (lightgbm.LGBMClassifier method)
print_evaluation() (in module lightgbm)
R
record_evaluation() (in module lightgbm)
refit() (lightgbm.Booster method)
reset_parameter() (in module lightgbm)
(lightgbm.Booster method)
rollback_one_iter() (lightgbm.Booster method)
S
save_binary() (lightgbm.Dataset method)
save_model() (lightgbm.Booster method)
set_attr() (lightgbm.Booster method)
set_categorical_feature() (lightgbm.Dataset method)
set_feature_name() (lightgbm.Dataset method)
set_field() (lightgbm.Dataset method)
set_group() (lightgbm.Dataset method)
set_init_score() (lightgbm.Dataset method)
set_label() (lightgbm.Dataset method)
set_network() (lightgbm.Booster method)
set_params() (lightgbm.LGBMClassifier method)
(lightgbm.LGBMModel method)
(lightgbm.LGBMRanker method)
(lightgbm.LGBMRegressor method)
set_reference() (lightgbm.Dataset method)
set_train_data_name() (lightgbm.Booster method)
set_weight() (lightgbm.Dataset method)
shuffle_models() (lightgbm.Booster method)
subset() (lightgbm.Dataset method)
T
train() (in module lightgbm)
U
update() (lightgbm.Booster method)