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.

Use Your Own Datasetimage_prediction/kaggle.html

Example use of AutoGluon for image classification competition on Kaggle.

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.

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 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.


Frequently asked questions about AutoGluon-Tabular.

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.

Tune Custom Models

Search Space and Decoratorcourse/core.html

AutoGluon’s Core API for search spaces and searchable objects used to tune any training function’s argument-values.

Search Algorithmscourse/algorithm.html

Use AutoGluon’s search algorithms to tune arbitrary models/training-scripts.

Distributed Search Tutorialcourse/distributed.html

Easily distribute AutoGluon tuning across multiple machines.

Tune a Multi-Layer Perceptroncourse/mlp.html

Complete example of how to use AutoGluon and its state-of-the-art schedulers and model-based searchers to tune a MLP.