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AutoGluon 0.8.1 documentation

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Get Started

Install
Tabular Quick Start
Multimodal Quick Start
Time Series Quick Start

Tutorials

Tabular
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- Essentials
- In Depth
- Feature Engineering
- Tabular + Text + Images
- Advanced
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Multimodal
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- Multimodal Prediction
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- Object Detection
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  - Object Detection Quick Start
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    - AutoMM Detection - Quick Start on a Tiny COCO Format Dataset
    - AutoMM Detection - Quick Start with Foundation Model on Open Vocabulary Detection (OVD)
  - Object Detection Advanced
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    - AutoMM Detection - Finetune on COCO Format Dataset with Customized Settings
  - Object Detection Data Preparation
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- Image Prediction
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  - AutoMM for Image Classification - Quick Start
  - CLIP in AutoMM - Zero-Shot Image Classification
- Text Prediction
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- Document Data
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  - Categorizing Scanned Documents with AutoMM
  - Classifying PDF Documents with AutoMM
- Matching
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- Advanced Topics
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Time Series
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Cloud Training and Deployment
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EDA
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- Automated Dataset Overview
- Automated Target Variable Analysis
- Automated Quick Model Fit
- Covariate Shift Analysis
- Feature Interaction Charting
- Anomaly Detection Analysis
- References
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  - Base APIs
  - Auto Components
- Components
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  - dataset
  - interaction
  - missing
  - model
  - shift
  - transform
  - explain
  - anomaly

Resources

Cheat Sheets
Versions
Tabular FAQ
Multimodal FAQ
Time Series FAQ

API

TabularPredictor
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TabularDataset
Tabular Models
MultiModalPredictor
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TimeSeriesPredictor
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TimeSeriesDataFrame
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Feature Generators
FeatureMetadata
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FeatureMetadata.get_feature_type_raw#

FeatureMetadata.get_feature_type_raw(feature: str) → str[source]#

FeatureMetadata.get_feature_types_special

FeatureMetadata.from_df

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FeatureMetadata.get_feature_type_raw
- FeatureMetadata.get_feature_type_raw()