C++ Data Mining

Open-source C++ projects categorized as Data Mining
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Topics: Machine Learning Data Science Distributed Database Compression
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Top 3 C++ Data Mining Projects

  • 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.

    • Project mention: SIRUS.jl: Interpretable Machine Learning via Rule Extraction | /r/Julia | 2023-06-29

    SIRUS.jl is a pure Julia implementation of the SIRUS algorithm by Bénard et al. (2021). The algorithm is a rule-based machine learning model meaning that it is fully interpretable. The algorithm does this by firstly fitting a random forests and then converting this forest to rules. Furthermore, the algorithm is stable and achieves a predictive performance that is comparable to LightGBM, a state-of-the-art gradient boosting model created by Microsoft. Interpretability, stability, and predictive performance are described in more detail below.

  • bolt

    10x faster matrix and vector operations (by dblalock)

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  • desbordante-core

    Desbordante is a high-performance data profiler that is capable of discovering many different patterns in data using various algorithms. It also allows to run data cleaning scenarios using these algorithms. Desbordante has a console version and an easy-to-use web application.

    • Project mention: Show HN: Desbordante 1.0.0 Released | news.ycombinator.com | 2023-12-11
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++ Data Mining related posts

  • SIRUS.jl: Interpretable Machine Learning via Rule Extraction

    2 projects | /r/Julia | 29 Jun 2023

  • [D] RAM speeds for tabular machine learning algorithms

    1 project | /r/MachineLearning | 9 Jun 2023

  • [P] LightGBM but lighter in another language?

    1 project | /r/MachineLearning | 4 May 2023

  • Show HN: Want something better than k-means? Try BanditPAM

    4 projects | news.ycombinator.com | 4 Apr 2023

  • Use whatever is best for the problem, but still

    1 project | /r/datascience | 9 Aug 2022

  • Bolt: Faster matrix and vector operations that run on compressed data

    1 project | /r/patient_hackernews | 18 Jun 2022

  • Bolt: Faster matrix and vector operations that run on compressed data

    1 project | /r/hackernews | 18 Jun 2022
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    www.saashub.com | 10 May 2024
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Index

What are some of the best open-source Data Mining projects in C++? This list will help you:

Project Stars
1 LightGBM 16,076
2 bolt 2,463
3 desbordante-core 354

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