Tutorials

Tabular Prediction

Quick Start Tutorialtabular_prediction/tabular-quickstart.html

5 min tutorial on fitting models with tabular datasets.

In-depth FIT Tutorialtabular_prediction/tabular-indepth.html

In-depth tutorial on controlling various aspects of model fitting.

Kaggle Tutorialtabular_prediction/tabular-kaggle.html

Using AutoGluon for Kaggle competitions with tabular data.

Data Tables Containing Image, Text, and Tabulartabular_prediction/tabular-multimodal.html

Modeling data tables with image, text, numeric, and categorical features.

Data Tables Containing Texttabular_prediction/tabular-multimodal-text-others.html

Modeling data tables with text and numeric/categorical features.

Multi-Label Predictiontabular_prediction/tabular-multilabel.html

How to predict multiple columns in a data table.

Adding a Custom Modeltabular_prediction/tabular-custom-model.html

How to add a custom model to AutoGluon.

Adding a Custom Metrictabular_prediction/tabular-custom-metric.html

How to add a custom metric to AutoGluon.

FAQtabular_prediction/tabular-faq.html

Frequently asked questions about AutoGluon-Tabular.

Multimodal Prediction

Use AutoGluon Multimodal for Text Prediction: Quick Startmultimodal/beginner_text.html

How to train high-quality text prediction models with MultiModalPredictor in under 5 minutes.

Solving Multilingual Problemsmultimodal/multilingual_text.html

How to use MultiModalPredictor to build models on datasets with languages other than English.

Multimodal Data Tables with Textmultimodal/multimodal_text_tabular.html

How MultiModalPredictor can be applied to multimodal data tables with a mix of text, numerical, and categorical columns.

Image Prediction

Dataset Preparation for Image Predictorimage_prediction/dataset.html

Quick dataset preparation guide for image prediction.

Quick Start Using FITimage_prediction/beginner.html

5 min tutorial on classifying images.

Customized Search and HPOimage_prediction/hpo.html

Hyperparameter tuning to improve image classification accuracy.

Object Detection

Dataset Preparation for Object Detectorobject_detection/dataset.html

Quick dataset preparation guide for object detection.

Quick Start Using FITobject_detection/beginner.html

5 min tutorial on detecting objects in images.

Text Prediction

Quick Start Tutorialtext_prediction/beginner.html

5 min tutorial on fitting prediction models with text in the dataset.

Text Prediction for Multimodal Tables with Texttext_prediction/multimodal_text.html

Learning how AutoGluon Text can be used to train model for multimodal data table with text.

Customize Search Space and HPOtext_prediction/customization.html

In-depth tutorial on learning how to customize the search space and try different HPO algorithms.

Cloud Training and Deployment

Cloud Training with AWS SageMakercloud_fit_deploy/cloud-aws-sagemaker-training.html

A tutorial on fitting an AutoGluon model using AWS SageMaker.

Deploying AutoGluon Models with AWS SageMakercloud_fit_deploy/cloud-aws-sagemaker-deployment.html

A tutorial on how to deploy trained models using AWS SageMaker and Deep Learning Containers.

Deploying AutoGluon models with serverless templatescloud_fit_deploy/cloud-aws-lambda-deployment.html

A tutorial on how to deploy trained models using AWS Lambda.