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Autogluon

Autogluon is an open-source Python machine-learning library that automates model training, selection and optimization for tasks including tabular prediction, time-series forecasting, computer vision, natural-language processing, deep learning and multimodal prediction.

Independent OpenViST project profile, based on linked sources.

Autogluon — OpenViST project profile in AI Data & Analytics.
OpenViST project illustration. See the linked sources for product details.
Understand the project

Practical overview

When it fits

Use it when a Python-based workflow needs automated model selection and training across supported data-science tasks, particularly tabular prediction, forecasting or multimodal prediction.

Who it is for

  • Data scientists building predictive models.
  • Python developers creating machine-learning applications.
  • Teams working with structured data, time series, images, text or multimodal inputs.

Documented uses

  • Train predictive models with limited code.
  • Automate model and ensemble selection.
  • Build time-series forecasting workflows.
  • Develop computer-vision, NLP and multimodal model-training workflows.
  • Apply hyperparameter optimization during model development.
Before you choose

Requirements & limits

The repository is public and licensed under Apache-2.0. Installation is documented for Python 3.10–3.13 on Linux, macOS and Windows, with additional guidance for GPU and Conda installations.

  • The main interface is a Python library rather than a hosted no-code application.
  • Different tasks use different predictors, including TabularPredictor, TimeSeriesPredictor and MultiModalPredictor.
  • The documented installation path is pip, with optional dependencies and GPU guidance available separately.
  • Automated model selection can reduce manual algorithm and hyperparameter choices.

Check current requirements in the official documentation. Source-based guidance does not mean OpenViST has run or independently tested this project.

Evidence and transparency

Sources & review

Source record details
Source availability
Active
Sources checked
2 October 2026
Original website title
autogluon/autogluon · Official homepage title · retained in its source language