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    27 repositories

    • heros

      Public
      The Heuristic Evolutionary Rule Optimization System (HEROS) is a supervised rule-based machine learning algorithm designed to agnostically model diverse structu…
      Jupyter Notebook
      •
      Other
      •1•12•0•0•Updated Oct 26, 2026Oct 26, 2026

    • scikit-rebate

      Public
      A scikit-learn-compatible Python implementation of ReBATE, a suite of Relief-based feature selection algorithms for Machine Learning.
      pythondata-sciencefeature-selection
      pythondata-sciencefeature-selection
      Jupyter Notebook
      •
      MIT License
      •72•1•0•0•Updated Oct 26, 2026Oct 26, 2026

    • scikit-FIBERS

      Public
      scikit-FIBERS (Feature Inclusion Bin Evolver for Risk Stratification) is a scikit-learn compatible machine learning algorithm for modeling or feature learning i…
      Jupyter Notebook
      •
      MIT License
      •5•6•0•0•Updated Oct 26, 2026Oct 26, 2026

    • STREAMLINE

      Public
      Simple Transparent End-To-End Automated Machine Learning Pipeline for Supervised Learning in Tabular Binary Classification Data
      data-sciencemachine-learningdata-visualization
      data-sciencemachine-learningdata-visualizationfeature-selectionstatistical-analysissupervised-learningimputationbinary-classificationmodel-applicationautoml-pipeline
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •12•82•0•0•Updated Sep 22, 2026Sep 22, 2026

    • GAMETES

      Public
      Source code for the Genetic Architecture Model Emulator for Testing and Evaluating Software (GAMETES) is an algorithm for the generation of complex single nucle…
      Java
      •1•7•0•0•Updated Aug 18, 2026Aug 18, 2026

    • expert-system-shell-edu

      Public
      Educational demos for building a simple expert system using Python
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •1•0•0•0•Updated Feb 17, 2026Feb 17, 2026

    • LCS-Visualization-Pipeline

      Public
      LCS Discovery and Visualization Environment (LCS-DIVE)
      Python
      •
      GNU General Public License v3.0
      •2•4•0•1•Updated Dec 1, 2025Dec 1, 2025

    • survival-LCS

      Public
      Python
      •
      GNU General Public License v3.0
      •1•1•0•0•Updated Sep 5, 2025Sep 5, 2025

    • scikit-ExSTraCS

      Public
      A scikit-learn implementation based on ExSTraCS 2.0
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •4•13•1•2•Updated Jun 3, 2025Jun 3, 2025

    • scikit-eLCS

      Public
      A scikit-learn-compatible Python implementation of eLCS, a supervised learning variant of Learning Classifier Systems
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •9•21•1•2•Updated Jun 17, 2024Jun 17, 2024

    • scikit-XCS

      Public
      scikit learn compatible implementation of XCS, the most popular and best studied learning classifier system algorithm to date.
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •9•13•0•3•Updated Jun 17, 2024Jun 17, 2024

    • I2C2-Documentation

      Public
      Documentation and informational resources for LPC use
      Python
      •
      MIT License
      •9•3•0•0•Updated Nov 27, 2023Nov 27, 2023

    • FIBERS

      Public
      Feature Inclusion Bin Evolver for Risk Stratification (FIBERS) is an evolutionary algorithm that constructs bins of features, seeking to optimize the bins' stra…
      Python
      •
      GNU General Public License v3.0
      •0•0•0•0•Updated May 5, 2023May 5, 2023

    • scikit-RARE

      Public
      scikit-RARE is scikit compatible pypi package for the RARE (Relevant Association Rare-variant-bin Evolver) evolutionary algorithm.
      Python
      •
      MIT License
      •0•0•0•0•Updated Mar 3, 2023Mar 3, 2023

    • RARE

      Public
      RARE: Relevant Association Rare-variant-bin Evolver (under development); an evolutionary algorithm approach to binning rare variants as a rare variant associati…
      Python
      •
      GNU General Public License v3.0
      •1•0•0•0•Updated Jun 30, 2022Jun 30, 2022

    • scikit-ExSTraCS-RuleInit

      Public
      Experimental variation of scikit-ExSTraCS that allows the user to import an initial rule population that will get initially evaluated and assigned fitness value…
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •4•0•0•0•Updated May 11, 2022May 11, 2022

    • AutoMLPipe-BC

      Public
      An automated, rigorous, and largely scikit-learn based machine learning analysis pipeline for binary classification. Adopts current best practices to avoid bias…
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •1•7•0•0•Updated May 7, 2022May 7, 2022

    • auto_term_harm_pipe

      Public
      A set of Python-based Jupyter notebooks illustrating a documented example of a semi-automated term harmonization pipeline applied to harmonizing medical history…
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •0•0•0•0•Updated Oct 6, 2021Oct 6, 2021

    • scikit_ML_Pipeline_Binary_Notebook

      Public
      An (updated and expanded) rigorous, well documented machine learning analysis pipeline for binary classification datasets assembled as a Jupyter Notebook. Inclu…
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •6•11•0•0•Updated Jun 16, 2021Jun 16, 2021

    • PyKE_ExpertSystem_Example_BMIN520

      Public
      Example PyKE code and Jupyter Notebook for a simple backwards chaining expert system as described in this lecture on YouTube: https://www.youtube.com/watch?v=mz…
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •7•25•0•0•Updated May 24, 2021May 24, 2021

    • scikit_ML_Pipeline_Binary_Parallel

      Public
      An rigorous, machine learning analysis pipeline for binary classification datasets assembled as parallelizable command line modules. Includes exploratory analys…
      Python
      •
      GNU General Public License v3.0
      •0•0•0•0•Updated Apr 23, 2021Apr 23, 2021

    • gametes_archive_gen

      Public
      Python scripts to generate an diverse archive of simulated SNP datasets using GAMETES
      Python
      •
      GNU General Public License v3.0
      •0•0•0•0•Updated Dec 3, 2020Dec 3, 2020

    • GP-LCS

      Public
      Supplemental materials and code for our GP-LCS project, adapting ExSTraCS to evolve GP trees rather than rules for comparison to other stand-alone GP algorithms
      Python
      •
      GNU General Public License v3.0
      •0•0•0•0•Updated Sep 15, 2020Sep 15, 2020

    • ExSTraCS_ML_Pipeline_Binary_Notebook

      Public
      An rigorous, well documented machine learning analysis pipeline for binary classification datasets assembled as a Jupyter Notebook. Includes exploratory analysi…
      Python
      •
      GNU General Public License v3.0
      •3•11•1•0•Updated Sep 1, 2020Sep 1, 2020

    • Pancreatic_Cancer_ML_Notebook_Analysis

      Public
      Code and results for an investigation of pancreatic cancer datasets applying our binary classification machine learning analysis pipeline notebook. Includes an…
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •3•2•0•0•Updated Aug 26, 2020Aug 26, 2020

    • ML_Pipeline_Notebooks

      Public
      This repository includes educational materials on machine learning and a basic example machine learning analysis pipeline. These materials were originally deve…
      HTML
      •
      GNU General Public License v3.0
      •7•9•0•0•Updated May 21, 2020May 21, 2020

    • independent-study-18fall

      Public
      Assembly of Jupyter notebooks comprising basic machine learning pipeline tasks. This student driven, independent study project will eventually evolve into a us…
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •1•1•0•0•Updated Oct 15, 2018Oct 15, 2018
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