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@mines-opt-ml CSM Optimization and Machine Learning group

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    22 repositories

    • jfb-for-implicit-oc

      Public
      Python
      •0•1•0•0•Updated Mar 23, 2026Mar 23, 2026

    • decoding-gpt

      Public
      CSM course on the mathematics of Large Language Models, Developed by Michael Ivanitskiy and Samy Wu Fung
      Jupyter Notebook
      •11•43•0•2•Updated Mar 17, 2026Mar 17, 2026

    • robust-maze-learning

      Public
      Jupyter Notebook
      •0•4•0•0•Updated Jan 7, 2026Jan 7, 2026

    • pft-for-ptycho

      Public
      Python
      •0•1•0•0•Updated Dec 15, 2025Dec 15, 2025

    • DYS-NET-SCE

      Public
      Code for the ECAI 2025 paper "Minimizing Surrogate Losses for Decision-Focused Learning using Differentiable Optimization"
      Python
      •
      Apache License 2.0
      •1•0•0•0•Updated Aug 25, 2025Aug 25, 2025

    • mean-field-cbf

      Public
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated Aug 7, 2025Aug 7, 2025

    • ZORO-FA

      Public
      Work in progress code for the ZORO-FA project
      MATLAB
      •
      MIT License
      •0•0•0•0•Updated May 27, 2025May 27, 2025

    • spatialtransform

      Public
      Spatial Transformation R and Python Function for spatially correlated data
      Jupyter Notebook
      •1•0•0•0•Updated Apr 7, 2025Apr 7, 2025

    • ZO-LLM

      Public
      [ICML 2024] Official code for the paper "Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark ".
      Python
      •
      GNU General Public License v3.0
      •15•0•0•0•Updated Jan 13, 2025Jan 13, 2025

    • fpo-dys

      Public
      Operator splitting can be used to design easy-to-train models for predict-and-optimize tasks, which scale effortlessly to problems with thousands of variables.
      machine-learningoperator-splittinglearning-to-optimize
      machine-learningoperator-splittinglearning-to-optimizepredict-and-optimize
      Jupyter Notebook
      •
      MIT License
      •1•6•0•0•Updated Jan 2, 2025Jan 2, 2025

    • maze-extrapolation

      Public
      Jupyter Notebook
      •0•2•0•0•Updated Dec 31, 2024Dec 31, 2024

    • LOZO

      Public
      Python
      •3•0•0•0•Updated Dec 5, 2024Dec 5, 2024

    • hydroDL

      Public
      Python
      •
      Other
      •108•0•0•0•Updated Sep 13, 2024Sep 13, 2024

    • kernel-expansions-for-mfc

      Public
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated May 29, 2024May 29, 2024

    • laplace-inf-conv

      Public
      Jupyter Notebook
      •
      MIT License
      •0•1•0•0•Updated May 28, 2024May 28, 2024

    • Neural-Networks-from-Nothing

      Public
      A series of Jupyter notebook demos which build up to neural network libraries like PyTorch from mathematical foundations
      Jupyter Notebook
      •
      MIT License
      •1•0•0•0•Updated May 8, 2024May 8, 2024

    • resilient-snowpack-estimation

      Public
      Jupyter Notebook
      •
      MIT License
      •2•0•0•0•Updated May 3, 2024May 3, 2024

    • NN-GLS-article-code

      Public
      Available code for the NN-GLS paper
      Python
      •1•0•0•0•Updated Apr 27, 2024Apr 27, 2024

    • hj-prox

      Public
      Python
      •
      MIT License
      •2•10•0•0•Updated Apr 13, 2024Apr 13, 2024

    • hj-global-opt

      Public
      Jupyter Notebook
      •
      MIT License
      •3•6•1•0•Updated Aug 7, 2023Aug 7, 2023

    • JKO_Flow

      Public
      Python
      •0•0•0•0•Updated Jun 28, 2023Jun 28, 2023

    • robust-pca

      Public
      A simple Python implementation of R-PCA
      Python
      •
      MIT License
      •71•0•0•0•Updated May 19, 2023May 19, 2023
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