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LightGBM
productml_framework
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Overview
Developed byMicrosoft
LicenseMIT License
Open source✓ Open Source
Use casegradient boosting framework
Technical
API compatible
scikit-learn
Protocols
JSON
Also see
Alternative to
XGBoost
Based ongradient boosting
Competes with
XGBoostCatBoost
Knowledge graph stats
Claims26
Avg confidence96%
Avg freshness100%
Last updatedUpdated 12h ago
WikidataQ57267665
Trust distribution
100% unverified
Governance
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LightGBM

product

Microsoft fast gradient boosting framework using tree-based learning algorithms

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based on

ValueTrustConfidenceFreshnessSources
gradient boosting○UnverifiedHighFresh1
decision trees○UnverifiedHighFresh1
gradient boosting decision trees○UnverifiedHighFresh1

pricing model

ValueTrustConfidenceFreshnessSources
free○UnverifiedHighFresh1

integrates with

ValueTrustConfidenceFreshnessSources
Python○UnverifiedHighFresh1
Pandas○UnverifiedHighFresh1
R○UnverifiedHighFresh1
scikit-learn○UnverifiedHighFresh1
Jupyter Notebook○UnverifiedHighFresh1

primary use case

ValueTrustConfidenceFreshnessSources
gradient boosting framework○UnverifiedHighFresh1
fast gradient boosting for large-scale tabular data○UnverifiedHighFresh1

supports model

ValueTrustConfidenceFreshnessSources
regression○UnverifiedHighFresh1
binary classification○UnverifiedHighFresh1
multiclass classification○UnverifiedHighFresh1

license type

ValueTrustConfidenceFreshnessSources
MIT License○UnverifiedHighFresh1
MIT○UnverifiedHighFresh1

alternative to

ValueTrustConfidenceFreshnessSources
XGBoost○UnverifiedHighFresh1

open source

ValueTrustConfidenceFreshnessSources
true○UnverifiedHighFresh1

developed by

ValueTrustConfidenceFreshnessSources
Microsoft○UnverifiedHighFresh1

maintained by

ValueTrustConfidenceFreshnessSources
Microsoft○UnverifiedHighFresh1

competes with

ValueTrustConfidenceFreshnessSources
XGBoost○UnverifiedHighFresh1
CatBoost○UnverifiedHighFresh1

api compatible with

ValueTrustConfidenceFreshnessSources
scikit-learn○UnverifiedHighFresh1

requires

ValueTrustConfidenceFreshnessSources
C++ compiler○UnverifiedModerateFresh1

supports protocol

ValueTrustConfidenceFreshnessSources
JSON○UnverifiedModerateFresh1

Alternatives & Similar Tools

XGBoost
alternative to
Compare →
XGBoost
competes with
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CatBoost
competes with
Compare →

Commonly Used With

PythonPandasRscikit-learnJupyter Notebook

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Claim count: 26Last updated: 4/10/2026Edit history