Index
search
Quick search
Stable Version Documentation
API
Installation
Tutorials
Github
Other Versions Documentation
Table Of Contents
Tabular Prediction
Predicting Columns in a Table - Quick Start
Predicting Columns in a Table - In Depth
How to use AutoGluon for Kaggle competitions
Explore Models for Data Tables with Text and Categorical Features
FAQ
Image Prediction
Image Prediction - Quick Start
Image Prediction - Search Space and Hyperparameter Optimization (HPO)
Image Prediction - How to Use Your Own Datasets
Object Detection
Object Detection - Quick Start
Text Prediction
Text Prediction - Quick Start
Text Prediction - Customized Hyperparameter Search
Text Prediction - Heterogeneous Data Types
Tune Custom Models
Search Space and Decorator
Search Algorithms
Searchable Objects
Tune Training Scripts
Distributed Search
Getting started with Advanced HPO Algorithms
Neural Architecture Search
Demo RL Searcher
How to Use ENAS/ProxylessNAS in Ten Minutes
For PyTorch Users
Tune PyTorch Model on MNIST
AutoGluon Tasks
autogluon.core
autogluon.core.space
autogluon.core.scheduler
autogluon.core.searcher
autogluon.core.utils
autogluon.features
autogluon.tabular.models
autogluon.model_zoo
Table Of Contents
Tabular Prediction
Predicting Columns in a Table - Quick Start
Predicting Columns in a Table - In Depth
How to use AutoGluon for Kaggle competitions
Explore Models for Data Tables with Text and Categorical Features
FAQ
Image Prediction
Image Prediction - Quick Start
Image Prediction - Search Space and Hyperparameter Optimization (HPO)
Image Prediction - How to Use Your Own Datasets
Object Detection
Object Detection - Quick Start
Text Prediction
Text Prediction - Quick Start
Text Prediction - Customized Hyperparameter Search
Text Prediction - Heterogeneous Data Types
Tune Custom Models
Search Space and Decorator
Search Algorithms
Searchable Objects
Tune Training Scripts
Distributed Search
Getting started with Advanced HPO Algorithms
Neural Architecture Search
Demo RL Searcher
How to Use ENAS/ProxylessNAS in Ten Minutes
For PyTorch Users
Tune PyTorch Model on MNIST
AutoGluon Tasks
autogluon.core
autogluon.core.space
autogluon.core.scheduler
autogluon.core.searcher
autogluon.core.utils
autogluon.features
autogluon.tabular.models
autogluon.model_zoo
Index
A
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B
|
C
|
D
|
E
|
F
|
G
|
H
|
I
|
J
|
K
|
L
|
M
|
N
|
O
|
P
|
R
|
S
|
T
|
U
|
W
|
X
A
AbstractFeatureGenerator (class in autogluon.features.generators)
AbstractModel (class in autogluon.tabular.models)
add_job() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
add_remote() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
add_task() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
args() (in module autogluon.core)
AsTypeFeatureGenerator (class in autogluon.features.generators)
autogluon.core
module
autogluon.core.features.feature_metadata
module
autogluon.core.models
module
autogluon.core.space
module
autogluon.core.utils
module
autogluon.features.generators
module
autogluon.tabular
module
,
[1]
,
[2]
autogluon.tabular.models
module
,
[1]
autogluon.text
module
,
[1]
autogluon.text.text_prediction.models.basic_v1
module
autogluon.vision
module
,
[1]
,
[2]
AutoGluonObject (class in autogluon.core.space)
AutoMLPipelineFeatureGenerator (class in autogluon.features.generators)
B
BaggedEnsembleModel (class in autogluon.core.models)
BertForTextPredictionBasic (class in autogluon.text.text_prediction.models.basic_v1)
BinnedFeatureGenerator (class in autogluon.features.generators)
Bool (class in autogluon.core.space)
BulkFeatureGenerator (class in autogluon.features.generators)
C
CatBoostModel (class in autogluon.tabular.models)
Categorical (class in autogluon.core.space)
CategoryFeatureGenerator (class in autogluon.features.generators)
CategoryMemoryMinimizeFeatureGenerator (class in autogluon.features.generators)
check_sha1() (in module autogluon.core.utils)
clone_from_state() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
config2skopt() (autogluon.core.searcher.SKoptSearcher method)
configure_scheduler() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
cs() (autogluon.core.space.AutoGluonObject property)
(autogluon.core.space.Categorical property)
(autogluon.core.space.Dict property)
(autogluon.core.space.List property)
cumulative_profile_record() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
D
Dataset (autogluon.tabular.TabularPredictor attribute)
(autogluon.vision.ImagePredictor attribute)
(autogluon.vision.ObjectDetector attribute)
Dataset() (autogluon.text.TextPrediction property)
dataset_size() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
DatetimeFeatureGenerator (class in autogluon.features.generators)
debug_log() (autogluon.core.searcher.GPFIFOSearcher property)
(autogluon.core.searcher.GPMultiFidelitySearcher property)
(autogluon.core.searcher.GridSearcher property)
(autogluon.core.searcher.RandomSearcher property)
(autogluon.core.searcher.RLSearcher property)
(autogluon.core.searcher.SKoptSearcher property)
default_config() (autogluon.core.searcher.SKoptSearcher method)
delete_models() (autogluon.tabular.TabularPredictor method)
Dict (class in autogluon.core.space)
distill() (autogluon.tabular.TabularPredictor method)
download() (in module autogluon.core.utils)
DropDuplicatesFeatureGenerator (class in autogluon.features.generators)
DropUniqueFeatureGenerator (class in autogluon.features.generators)
DummyFeatureGenerator (class in autogluon.features.generators)
E
evaluate() (autogluon.tabular.TabularPredictor method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.vision.ImagePredictor method)
(autogluon.vision.ObjectDetector method)
evaluate_predictions() (autogluon.tabular.TabularPredictor method)
evaluation_failed() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
F
FastTextModel (class in autogluon.tabular.models)
feature_importance() (autogluon.tabular.TabularPredictor method)
FeatureMetadata (class in autogluon.core.features.feature_metadata)
FIFOScheduler (class in autogluon.core.scheduler)
FillNaFeatureGenerator (class in autogluon.features.generators)
fit() (autogluon.features.generators.AbstractFeatureGenerator method)
(autogluon.tabular.TabularPredictor method)
(autogluon.text.TextPrediction method)
(autogluon.vision.ImagePredictor method)
(autogluon.vision.ObjectDetector method)
fit_extra() (autogluon.tabular.TabularPredictor method)
fit_summary() (autogluon.tabular.TabularPredictor method)
(autogluon.vision.ImagePredictor method)
(autogluon.vision.ObjectDetector method)
fit_transform() (autogluon.features.generators.AbstractFeatureGenerator method)
fit_weighted_ensemble() (autogluon.tabular.TabularPredictor method)
from_df() (autogluon.core.features.feature_metadata.FeatureMetadata class method)
func() (in module autogluon.core)
G
get_best_config() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
(autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
get_best_config_reward() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
get_best_reward() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
(autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
get_best_task_id() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
get_config() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
get_feature_links() (autogluon.features.generators.AbstractFeatureGenerator method)
get_feature_links_chain() (autogluon.features.generators.AbstractFeatureGenerator method)
get_features() (autogluon.core.features.feature_metadata.FeatureMetadata method)
get_hp() (autogluon.core.space.Int method)
(autogluon.core.space.Real method)
get_model_best() (autogluon.tabular.TabularPredictor method)
get_model_full_dict() (autogluon.tabular.TabularPredictor method)
get_model_names() (autogluon.tabular.TabularPredictor method)
get_model_names_persisted() (autogluon.tabular.TabularPredictor method)
get_oof_pred() (autogluon.tabular.TabularPredictor method)
get_oof_pred_proba() (autogluon.tabular.TabularPredictor method)
get_reward() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
get_state() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
get_tags() (autogluon.features.generators.AbstractFeatureGenerator method)
get_training_curves() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
GPFIFOSearcher (class in autogluon.core.searcher)
GPMultiFidelitySearcher (class in autogluon.core.searcher)
GridSearcher (class in autogluon.core.searcher)
H
HyperbandScheduler (class in autogluon.core.scheduler)
I
IdentityFeatureGenerator (class in autogluon.features.generators)
ImagePredictor (class in autogluon.vision)
info() (autogluon.tabular.TabularPredictor method)
init() (autogluon.core.space.AutoGluonObject method)
Int (class in autogluon.core.space)
is_valid_metadata_in() (autogluon.features.generators.AbstractFeatureGenerator method)
J
join_jobs() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
join_metadata() (autogluon.core.features.feature_metadata.FeatureMetadata method)
K
keep_features() (autogluon.core.features.feature_metadata.FeatureMetadata method)
KNNModel (class in autogluon.tabular.models)
kwspaces() (autogluon.core.space.Categorical property)
(autogluon.core.space.Dict property)
(autogluon.core.space.List property)
L
LabelEncoderFeatureGenerator (class in autogluon.features.generators)
leaderboard() (autogluon.tabular.TabularPredictor method)
LGBModel (class in autogluon.tabular.models)
LinearModel (class in autogluon.tabular.models)
List (class in autogluon.core.space)
list_models() (autogluon.vision.ImagePredictor class method)
load() (autogluon.tabular.models.AbstractModel class method)
(autogluon.tabular.TabularPredictor class method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.text.TextPrediction method)
(autogluon.vision.ImagePredictor class method)
(autogluon.vision.ObjectDetector class method)
(in module autogluon.core.utils)
load_data_internal() (autogluon.tabular.TabularPredictor method)
load_state_dict() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
M
mkdir() (in module autogluon.core.utils)
model_parameters() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
module
autogluon.core
autogluon.core.features.feature_metadata
autogluon.core.models
autogluon.core.space
autogluon.core.utils
autogluon.features.generators
autogluon.tabular
,
[1]
,
[2]
autogluon.tabular.models
,
[1]
autogluon.text
,
[1]
autogluon.text.text_prediction.models.basic_v1
autogluon.vision
,
[1]
,
[2]
N
NNFastAiTabularModel (class in autogluon.tabular.models)
NumericMemoryMinimizeFeatureGenerator (class in autogluon.features.generators)
O
obj() (in module autogluon.core)
ObjectDetector (class in autogluon.vision)
P
persist_models() (autogluon.tabular.TabularPredictor method)
PipelineFeatureGenerator (class in autogluon.features.generators)
plot_ensemble_model() (autogluon.tabular.TabularPredictor method)
positive_class() (autogluon.tabular.TabularPredictor property)
predict() (autogluon.tabular.TabularPredictor method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.vision.ImagePredictor method)
(autogluon.vision.ObjectDetector method)
predict_feature() (autogluon.vision.ImagePredictor method)
predict_proba() (autogluon.tabular.TabularPredictor method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.vision.ImagePredictor method)
print_feature_metadata_info() (autogluon.features.generators.AbstractFeatureGenerator method)
print_generator_info() (autogluon.features.generators.AbstractFeatureGenerator method)
R
random_config() (autogluon.core.searcher.SKoptSearcher method)
RandomSearcher (class in autogluon.core.searcher)
Real (class in autogluon.core.space)
refit_full() (autogluon.tabular.TabularPredictor method)
register_pending() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
remove_case() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
remove_features() (autogluon.core.features.feature_metadata.FeatureMetadata method)
rename() (autogluon.tabular.models.AbstractModel method)
rename_features() (autogluon.core.features.feature_metadata.FeatureMetadata method)
RenameFeatureGenerator (class in autogluon.features.generators)
RFModel (class in autogluon.tabular.models)
RLScheduler (class in autogluon.core.scheduler)
RLSearcher (class in autogluon.core.searcher)
run() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
run_job() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
run_with_config() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
S
sample() (autogluon.core.space.AutoGluonObject method)
(autogluon.core.space.Categorical method)
(autogluon.core.space.Dict method)
(autogluon.core.space.List method)
save() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
(autogluon.tabular.models.AbstractModel method)
(autogluon.tabular.TabularPredictor method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.vision.ImagePredictor method)
(autogluon.vision.ObjectDetector method)
(in module autogluon.core.utils)
save_space() (autogluon.tabular.TabularPredictor method)
schedule_next() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
shutdown() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
skopt2config() (autogluon.core.searcher.SKoptSearcher method)
SKoptSearcher (class in autogluon.core.searcher)
StackerEnsembleModel (class in autogluon.core.models)
state_dict() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
T
TabularDataset (class in autogluon.tabular)
TabularNeuralNetModel (class in autogluon.tabular.models)
TabularPredictor (class in autogluon.tabular)
TextNgramFeatureGenerator (class in autogluon.features.generators)
TextPrediction (class in autogluon.text)
TextPredictionV1Model (class in autogluon.tabular.models)
TextSpecialFeatureGenerator (class in autogluon.features.generators)
transform() (autogluon.features.generators.AbstractFeatureGenerator method)
transform_features() (autogluon.tabular.TabularPredictor method)
transform_labels() (autogluon.tabular.TabularPredictor method)
U
unpersist_models() (autogluon.tabular.TabularPredictor method)
unzip() (in module autogluon.core.utils)
update() (autogluon.core.searcher.GPFIFOSearcher method)
(autogluon.core.searcher.GPMultiFidelitySearcher method)
(autogluon.core.searcher.GridSearcher method)
(autogluon.core.searcher.RandomSearcher method)
(autogluon.core.searcher.RLSearcher method)
(autogluon.core.searcher.SKoptSearcher method)
upload_files() (autogluon.core.scheduler.FIFOScheduler class method)
(autogluon.core.scheduler.HyperbandScheduler class method)
(autogluon.core.scheduler.RLScheduler class method)
W
WeightedEnsembleModel (class in autogluon.core.models)
X
XGBoostModel (class in autogluon.tabular.models)
XTModel (class in autogluon.tabular.models)
