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LightGBM

LightGBM is a gradient boosting framework that uses tree-based learning algorithms. It is designed to be distributed and efficient, with faster training speed, lower memory usage, better accuracy, and support for parallel, distributed, and GPU learning.
Latest: 4.6.0
Last checked: Jun 9, 2026 12:10am
Rank: 8820/15140
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Overview

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License: MITInstaller: Python package (pip)Silent: YesWinget: Available
Silent install
pip install lightgbm

Uninstall
pip uninstall lightgbm

Version & Lifecycle

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Current: 4.6.0 Avg cadence: Quarterly

Top Contributors

Top sitewide contributors:

  1. Anbarasan
  2. nico_k
  3. Bob
  4. Vigneshwaran

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Release Notes & Updates

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Also known as

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LightGBMMicrosoft LightGBM

Packaging Notes

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Available via PyPI, GitHub releases, NuGet for .NET. Supports GPU/CPU versions on Windows/Linux. Build from source with cmake/MSBuild for custom configurations.

Notes

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Latest release v4.6.0 on Feb 15, 2025. Primary installation via pip. Documentation at https://lightgbm.readthedocs.io. MIT licensed open-source project by Microsoft.