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Top 4 C++ Gbm Projects
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xgboost
Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
Project mention: Predicting Tomorrow's Tremors: A Machine Learning Approach to Earthquake Nowcasting in California | dev.to | 2025-07-03XGBoost Documentation: https://xgboost.readthedocs.io/
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Stream
Stream - Scalable APIs for Chat, Feeds, Moderation, & Video. Stream helps developers build engaging apps that scale to millions with performant and flexible Chat, Feeds, Moderation, and Video APIs and SDKs powered by a global edge network and enterprise-grade infrastructure.
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LightGBM
A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.
That's a tough bouncing ball to follow as it seems the resolution was to upgrade to a newer version of a dependency, but if we look at that dependency, the fix seems to be found somewhere in this https://github.com/microsoft/LightGBM/compare/v2.2.1...v2.2....
But, although there is admittedly a lot in there and I may have missed it, I don't see any updates to tests to denote that a problem was discovered. Which, while not knowing much about the project, makes me think that there really isn't any meaningful testing going on, which is interesting for what it is, but not in the vein of the discussion here.
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catboost
A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.
Project mention: 🚀 Why Your ML Service Needs Rust + CatBoost: A Setup Guide That Actually Works | dev.to | 2025-01-19[package] name = "MLApp" version = "0.1.0" edition = "2021" [dependencies] catboost = { git = "https://github.com/catboost/catboost", rev = "0bfdc35"}
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
C++ Gbm discussion
C++ Gbm related posts
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XGBoost: The Scalable and Distributed Gradient Boosting Library
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XGBoost 2.0
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XGBoost2.0
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SIRUS.jl: Interpretable Machine Learning via Rule Extraction
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[D] RAM speeds for tabular machine learning algorithms
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Xgboost: Banding continuous variables vs keeping raw data
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[P] LightGBM but lighter in another language?
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A note from our sponsor - InfluxDB
www.influxdata.com | 12 Jul 2025
Index
What are some of the best open-source Gbm projects in C++? This list will help you:
| # | Project | Stars |
|---|---|---|
| 1 | xgboost | 27,093 |
| 2 | LightGBM | 17,372 |
| 3 | catboost | 8,464 |
| 4 | fairgbm | 105 |
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