Index
search
Quick search
v0.0.14 Documentation
API
Installation
Tutorials
Github
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
FAQ
Image Classification
Image Classification - Quick Start
Image Classification - Search Space and Hyperparameter Optimization (HPO)
Image Classification - 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
Customize AutoGluon
Search Space and Decorator
Search Algorithms
Customize User Objects
Customize Training Script
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
MNIST Training in PyTorch
autogluon.core
AutoGluon Tasks
autogluon.core.space
autogluon.core.scheduler
autogluon.core.searcher
autogluon.core.utils
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
FAQ
Image Classification
Image Classification - Quick Start
Image Classification - Search Space and Hyperparameter Optimization (HPO)
Image Classification - 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
Customize AutoGluon
Search Space and Decorator
Search Algorithms
Customize User Objects
Customize Training Script
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
MNIST Training in PyTorch
autogluon.core
AutoGluon Tasks
autogluon.core.space
autogluon.core.scheduler
autogluon.core.searcher
autogluon.core.utils
autogluon.model_zoo
Index
A
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B
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C
|
D
|
E
|
F
|
G
|
H
|
I
|
J
|
K
|
L
|
M
|
O
|
P
|
R
|
S
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T
|
U
A
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)
autogluon.core
module
autogluon.core.space
module
autogluon.core.utils
module
autogluon.mxnet
module
autogluon.tabular
module
,
[1]
,
[2]
autogluon.tabular.tabular_prediction
module
autogluon.text
module
,
[1]
autogluon.text.text_prediction.models.basic_v1
module
autogluon.vision
module
,
[1]
,
[2]
,
[3]
autogluon.vision.object_detection.dataset
module
AutoGluonObject (class in autogluon.core.space)
B
BertForTextPredictionBasic (class in autogluon.text.text_prediction.models.basic_v1)
Bool (class in autogluon.core.space)
C
Categorical (class in autogluon.core.space)
check_sha1() (in module autogluon.core.utils)
Classifier (class in autogluon.mxnet)
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)
COCO (class in autogluon.vision.object_detection.dataset)
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)
(autogluon.mxnet.ImageFolderDataset property)
(autogluon.mxnet.RecordDataset 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)
CustomVOCDetection (class in autogluon.vision.object_detection.dataset)
CustomVOCDetectionBase (class in autogluon.vision.object_detection.dataset)
D
Dataset (autogluon.tabular.TabularPrediction attribute)
(autogluon.text.TextPrediction attribute)
Dataset() (autogluon.vision.ImageClassification static method)
(autogluon.vision.ObjectDetection static method)
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)
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() (autogluon.mxnet.ImageFolderDataset property)
(autogluon.mxnet.RecordDataset property)
default_config() (autogluon.core.searcher.SKoptSearcher method)
delete_models() (autogluon.tabular.TabularPredictor method)
Detector (class in autogluon.vision)
Dict (class in autogluon.core.space)
distill() (autogluon.tabular.TabularPredictor method)
download() (in module autogluon.core.utils)
E
evaluate() (autogluon.mxnet.Classifier method)
(autogluon.tabular.TabularPredictor method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.vision.Detector method)
(autogluon.vision.ImageClassification.Classifier method)
evaluate_predictions() (autogluon.tabular.TabularPredictor method)
(autogluon.vision.ImageClassification.Classifier 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
feature_importance() (autogluon.tabular.TabularPredictor method)
FIFOScheduler (class in autogluon.core.scheduler)
fit() (autogluon.tabular.TabularPrediction static method)
(autogluon.text.TextPrediction method)
(autogluon.vision.ImageClassification static method)
(autogluon.vision.ObjectDetection static method)
fit_summary() (autogluon.tabular.TabularPredictor method)
(autogluon.vision.ImageClassification.Classifier method)
fit_weighted_ensemble() (autogluon.tabular.TabularPredictor 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_dataset() (in module autogluon.mxnet)
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_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_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
HyperbandPromotion_Manager (class in autogluon.core.scheduler)
HyperbandScheduler (class in autogluon.core.scheduler)
HyperbandStopping_Manager (class in autogluon.core.scheduler)
I
ImageClassification (class in autogluon.vision)
ImageClassification.Classifier (class in autogluon.vision)
ImageFolderDataset (class in autogluon.mxnet)
info() (autogluon.tabular.TabularPredictor method)
init() (autogluon.core.space.AutoGluonObject method)
(autogluon.mxnet.ImageFolderDataset method)
(autogluon.mxnet.RecordDataset method)
Int (class in autogluon.core.space)
J
join_jobs() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
K
kwspaces() (autogluon.core.space.Categorical property)
(autogluon.core.space.Dict property)
(autogluon.core.space.List property)
L
leaderboard() (autogluon.tabular.TabularPredictor method)
List (class in autogluon.core.space)
load() (autogluon.mxnet.Classifier class method)
(autogluon.tabular.TabularPrediction static method)
(autogluon.tabular.TabularPredictor class method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.text.TextPrediction method)
(autogluon.vision.ImageClassification.Classifier 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)
loader() (autogluon.vision.ImageClassification.Classifier static 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.space
autogluon.core.utils
autogluon.mxnet
autogluon.tabular
,
[1]
,
[2]
autogluon.tabular.tabular_prediction
autogluon.text
,
[1]
autogluon.text.text_prediction.models.basic_v1
autogluon.vision
,
[1]
,
[2]
,
[3]
autogluon.vision.object_detection.dataset
O
obj() (in module autogluon.core)
ObjectDetection (class in autogluon.vision)
on_task_add() (autogluon.core.scheduler.HyperbandStopping_Manager method)
on_task_report() (autogluon.core.scheduler.HyperbandPromotion_Manager method)
(autogluon.core.scheduler.HyperbandStopping_Manager method)
P
persist_models() (autogluon.tabular.TabularPredictor method)
predict() (autogluon.mxnet.Classifier method)
(autogluon.tabular.TabularPredictor method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.vision.Detector method)
(autogluon.vision.ImageClassification.Classifier method)
predict_proba() (autogluon.tabular.TabularPredictor method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.vision.ImageClassification.Classifier method)
Predictor (autogluon.tabular.TabularPrediction attribute)
R
rand() (autogluon.mxnet.ImageFolderDataset property)
(autogluon.mxnet.RecordDataset property)
random_config() (autogluon.core.searcher.SKoptSearcher method)
RandomSearcher (class in autogluon.core.searcher)
Real (class in autogluon.core.space)
RecordDataset (class in autogluon.mxnet)
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)
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.mxnet.Classifier method)
(autogluon.tabular.TabularPredictor method)
(autogluon.text.text_prediction.models.basic_v1.BertForTextPredictionBasic method)
(autogluon.vision.ImageClassification.Classifier 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)
state_dict() (autogluon.core.scheduler.FIFOScheduler method)
(autogluon.core.scheduler.HyperbandScheduler method)
(autogluon.core.scheduler.RLScheduler method)
(autogluon.vision.ImageClassification.Classifier method)
T
TabularDataset (class in autogluon.tabular)
TabularPrediction (class in autogluon.tabular)
TabularPredictor (class in autogluon.tabular)
TextPrediction (class in autogluon.text)
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)