Home/Developer Tools/autogluon

autogluon

autogluon/autogluon

Fast and Accurate ML in 3 Lines of Code

GitHub Website

GraphCanon updated Sep 30, 2026 · GitHub synced Sep 30, 2026

67views this month

11k stars1.2k forksLast push Sep 28, 2026 Python Apache-2.0

Decision brief

AutoGluon: an automated ML library for Python that promises accuracy in model training with minimal effort, supporting tabular data, time-series forecasting, vision tasks, and NLP.

Good fit when

When you need quick setup of complex ML workflows involving CV, NLP, or structured data analysis.
For projects where rapid prototyping across a range of ML tasks from tabular to image classification is critical.

Avoid when

If your environment does not support Python versions 3.10-3.13 as AutoGluon requires these specific versions for operation.
For custom model developments where low-level control over every aspect of the ML process is a priority, given that AutoGluon automates significant parts of this.

Observed Jul 17, 2026 · Source: enrich:decision_facts

autogluon alternatives Trust report

Verify the decision

Maintenance and security

Full trust report

Maintenance: Very active (1d since push); As of Sep 30, 2026
Provenance: Not a fork · Organization account; As of Sep 30, 2026
Security (OSV): No lockfile; As of Jul 11, 2026

Public GitHub metadata and optional OSV scans. Signals, not a guarantee. Trust methodology.

Install

pip install autogluon

PyPI

Similar tools

Same-category neighbours. No typed graph edges are catalogued for this tool yet.

xgboost

Scalable, Portable and Distributed Gradient Boosting Library

29k★

awesome-production-machine-learning

A curated list of awesome open source libraries for deploying, monitoring, versioning and scaling machine learning

21k★

nni

An open source AutoML toolkit for automating machine learning lifecycle

14k★

Evidence and technical details

Sourced facts, taxonomy, compatibility claims, README excerpt, and machine-readable endpoints.

Overview

AutoGluon is an automated machine learning library that simplifies the process of creating efficient machine learning models with minimal configuration.

Capability facts

Languages: python
Source: github.language+pyproject.toml · Sep 30, 2026

Compatibility

Sourced claims from the README excerpt - not unsourced marketing copy.

Python runtimePython

Source: README excerpt (regex_v1, Sep 30, 2026)

AutoGluon is supported on Python 3.10 - 3.13 and is available on Linux, MacOS, and Windows.

Source link

README

💾 Installation AutoGluon is supported on Python 3.10 3.13 and is available on Linux, MacOS, and Windows. You can install AutoGluon with: Visit our Installation Guide for detailed instructions, including GPU support, Conda installs, and optional dependencies. :classical building:...

For agents

This page has a .md twin and JSON over the API.

/tools/autogluon-autogluon.md GET /api/graphcanon/tools/autogluon-autogluon GET /api/graphcanon/graph?tool=autogluon-autogluon