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Installation
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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
Multimodal Data Tables: Tabular, Text, and Image
Multimodal Data Tables: Combining BERT/Transformers and Classical Tabular Models
Training models with GPU support
Predicting Multiple Columns in a Table (Multi-Label Prediction)
Adding a custom model to AutoGluon
Adding a custom metric to AutoGluon
Feature Engineering
FAQ
Image Prediction
Image Prediction - Properly load any image dataset as ImageDataset
Image Prediction - Quick Start
Image Prediction - Search Space and Hyperparameter Optimization (HPO)
Object Detection
Object Detection - Prepare Dataset for Object Detector
Object Detection - Quick Start
Text Prediction
Text Prediction - Quick Start
Text Prediction - Multimodal Table with Text
Text Prediction - Customization
Text Prediction - Solving Multilingual Problems
AutoMMPredictor for Image, Text, and Tabular
Multimodal Data Tables: Tabular, Text, and Image
Cloud Training and Deployment
Cloud Training with AWS SageMaker
Deploying AutoGluon Models with AWS SageMaker
Deploying AutoGluon models with serverless templates
Cheat Sheet
AutoGluon Predictors
autogluon.features
autogluon.tabular.models
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
Multimodal Data Tables: Tabular, Text, and Image
Multimodal Data Tables: Combining BERT/Transformers and Classical Tabular Models
Training models with GPU support
Predicting Multiple Columns in a Table (Multi-Label Prediction)
Adding a custom model to AutoGluon
Adding a custom metric to AutoGluon
Feature Engineering
FAQ
Image Prediction
Image Prediction - Properly load any image dataset as ImageDataset
Image Prediction - Quick Start
Image Prediction - Search Space and Hyperparameter Optimization (HPO)
Object Detection
Object Detection - Prepare Dataset for Object Detector
Object Detection - Quick Start
Text Prediction
Text Prediction - Quick Start
Text Prediction - Multimodal Table with Text
Text Prediction - Customization
Text Prediction - Solving Multilingual Problems
AutoMMPredictor for Image, Text, and Tabular
Multimodal Data Tables: Tabular, Text, and Image
Cloud Training and Deployment
Cloud Training with AWS SageMaker
Deploying AutoGluon Models with AWS SageMaker
Deploying AutoGluon models with serverless templates
Cheat Sheet
AutoGluon Predictors
autogluon.features
autogluon.tabular.models
Index
A
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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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O
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P
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R
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S
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T
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U
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V
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W
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X
A
AbstractFeatureGenerator (class in autogluon.features.generators)
AbstractModel (class in autogluon.tabular.models)
add_special_types() (autogluon.common.features.feature_metadata.FeatureMetadata method)
AsTypeFeatureGenerator (class in autogluon.features.generators)
autogluon.common.features.feature_metadata
module
autogluon.core
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.vision
module
,
[1]
,
[2]
AutoMLPipelineFeatureGenerator (class in autogluon.features.generators)
B
BaggedEnsembleModel (class in autogluon.core.models)
BinnedFeatureGenerator (class in autogluon.features.generators)
Bool (class in autogluon.core.space)
BulkFeatureGenerator (class in autogluon.features.generators)
C
can_fit() (autogluon.tabular.models.AbstractModel method)
can_infer() (autogluon.tabular.models.AbstractModel method)
CatBoostModel (class in autogluon.tabular.models)
Categorical (class in autogluon.core.space)
CategoryFeatureGenerator (class in autogluon.features.generators)
CategoryMemoryMinimizeFeatureGenerator (class in autogluon.features.generators)
class_labels_internal() (autogluon.text.TextPredictor property)
class_labels_internal_map() (autogluon.text.TextPredictor property)
convert_to_refit_full_template() (autogluon.tabular.models.AbstractModel method)
convert_to_refit_full_via_copy() (autogluon.tabular.models.AbstractModel method)
convert_to_template() (autogluon.tabular.models.AbstractModel method)
D
Dataset (autogluon.tabular.TabularPredictor attribute)
(autogluon.vision.ImagePredictor attribute)
(autogluon.vision.ObjectDetector attribute)
DatetimeFeatureGenerator (class in autogluon.features.generators)
delete_from_disk() (autogluon.tabular.models.AbstractModel method)
delete_models() (autogluon.tabular.TabularPredictor method)
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
estimate_memory_usage() (autogluon.tabular.models.AbstractModel method)
evaluate() (autogluon.tabular.TabularPredictor method)
(autogluon.text.TextPredictor method)
(autogluon.vision.ImagePredictor method)
(autogluon.vision.ObjectDetector method)
evaluate_predictions() (autogluon.tabular.TabularPredictor method)
extract_embedding() (autogluon.text.TextPredictor method)
F
FastTextModel (class in autogluon.tabular.models)
feature_importance() (autogluon.tabular.TabularPredictor method)
FeatureMetadata (class in autogluon.common.features.feature_metadata)
features() (autogluon.tabular.TabularPredictor method)
FillNaFeatureGenerator (class in autogluon.features.generators)
fit() (autogluon.features.generators.AbstractFeatureGenerator method)
(autogluon.tabular.models.AbstractModel method)
(autogluon.tabular.TabularPredictor method)
(autogluon.text.TextPredictor method)
(autogluon.vision.ImagePredictor method)
(autogluon.vision.ObjectDetector method)
fit_extra() (autogluon.tabular.TabularPredictor method)
fit_pseudolabel() (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.common.features.feature_metadata.FeatureMetadata class method)
G
get_feature_links() (autogluon.features.generators.AbstractFeatureGenerator method)
get_feature_links_chain() (autogluon.features.generators.AbstractFeatureGenerator method)
get_features() (autogluon.common.features.feature_metadata.FeatureMetadata method)
get_fit_metadata() (autogluon.tabular.models.AbstractModel method)
get_info() (autogluon.tabular.models.AbstractModel method)
get_minimum_resources() (autogluon.tabular.models.AbstractModel 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_params() (autogluon.tabular.models.AbstractModel method)
get_tags() (autogluon.features.generators.AbstractFeatureGenerator method)
get_trained_params() (autogluon.tabular.models.AbstractModel method)
I
IdentityFeatureGenerator (class in autogluon.features.generators)
ImagePredictor (class in autogluon.vision)
ImagePredictorModel (class in autogluon.tabular.models)
info() (autogluon.tabular.TabularPredictor method)
Int (class in autogluon.core.space)
is_fit() (autogluon.tabular.models.AbstractModel method)
is_initialized() (autogluon.tabular.models.AbstractModel method)
is_valid() (autogluon.tabular.models.AbstractModel method)
is_valid_metadata_in() (autogluon.features.generators.AbstractFeatureGenerator method)
J
join_metadata() (autogluon.common.features.feature_metadata.FeatureMetadata method)
K
keep_features() (autogluon.common.features.feature_metadata.FeatureMetadata method)
KNNModel (class in autogluon.tabular.models)
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_models() (autogluon.vision.ImagePredictor class method)
load() (autogluon.tabular.models.AbstractModel class method)
(autogluon.tabular.TabularPredictor class method)
(autogluon.text.TextPredictor static method)
(autogluon.vision.ImagePredictor class method)
(autogluon.vision.ObjectDetector class method)
(in module autogluon.core.utils)
load_data_internal() (autogluon.tabular.TabularPredictor method)
M
module
autogluon.common.features.feature_metadata
autogluon.core
autogluon.core.models
autogluon.core.space
autogluon.core.utils
autogluon.features.generators
autogluon.tabular
,
[1]
,
[2]
autogluon.tabular.models
,
[1]
autogluon.text
,
[1]
autogluon.vision
,
[1]
,
[2]
N
NNFastAiTabularModel (class in autogluon.tabular.models)
NumericMemoryMinimizeFeatureGenerator (class in autogluon.features.generators)
O
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.models.AbstractModel method)
(autogluon.tabular.TabularPredictor method)
(autogluon.text.TextPredictor method)
(autogluon.vision.ImagePredictor method)
(autogluon.vision.ObjectDetector method)
predict_feature() (autogluon.vision.ImagePredictor method)
predict_proba() (autogluon.tabular.models.AbstractModel method)
(autogluon.tabular.TabularPredictor method)
(autogluon.text.TextPredictor method)
(autogluon.vision.ImagePredictor method)
preprocess() (autogluon.tabular.models.AbstractModel method)
print_feature_metadata_info() (autogluon.features.generators.AbstractFeatureGenerator method)
print_generator_info() (autogluon.features.generators.AbstractFeatureGenerator method)
R
Real (class in autogluon.core.space)
reduce_memory_size() (autogluon.tabular.models.AbstractModel method)
refit_full() (autogluon.tabular.TabularPredictor method)
remove_features() (autogluon.common.features.feature_metadata.FeatureMetadata method)
rename() (autogluon.tabular.models.AbstractModel method)
rename_features() (autogluon.common.features.feature_metadata.FeatureMetadata method)
RenameFeatureGenerator (class in autogluon.features.generators)
RFModel (class in autogluon.tabular.models)
S
save() (autogluon.tabular.models.AbstractModel method)
(autogluon.tabular.TabularPredictor method)
(autogluon.text.TextPredictor method)
(autogluon.vision.ImagePredictor method)
(autogluon.vision.ObjectDetector method)
(in module autogluon.core.utils)
save_space() (autogluon.tabular.TabularPredictor method)
set_model_best() (autogluon.tabular.TabularPredictor method)
StackerEnsembleModel (class in autogluon.core.models)
T
TabularDataset (class in autogluon.tabular)
TabularNeuralNetMxnetModel (class in autogluon.tabular.models)
TabularNeuralNetTorchModel (class in autogluon.tabular.models)
TabularPredictor (class in autogluon.tabular)
TextNgramFeatureGenerator (class in autogluon.features.generators)
TextPredictor (class in autogluon.text)
TextPredictorModel (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)
V
validate_fit_resources() (autogluon.tabular.models.AbstractModel method)
VowpalWabbitModel (class in autogluon.tabular.models)
W
WeightedEnsembleModel (class in autogluon.core.models)
X
XGBoostModel (class in autogluon.tabular.models)
XTModel (class in autogluon.tabular.models)