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@PredictiveScienceLab Predictive Science Laboratory

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    35 repositories

    • data-analytics-se

      Public
      ME 539 - Introduction to Scientific Machine Learning
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •96•138•1•2•Updated Sep 3, 2026Sep 3, 2026

    • ift-dynamics-2024

      Public
      TBD
      Python
      •
      GNU General Public License v3.0
      •0•1•0•0•Updated Jul 10, 2026Jul 10, 2026

    • entropy_switch_thermal_rc_paper

      Public
      This repo reproduces the synthetic 4R3C example from the Entropy Switch for Bayesian Thermal Network Discovery journal paper.
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Jul 7, 2026Jul 7, 2026

    • paper-replication-paper

      Public
      Release bundle accompanying the paper-replication manuscript
      Python
      •
      Apache License 2.0
      •1•12•1•0•Updated Jul 5, 2026Jul 5, 2026

    • simplest-coding-agent

      Public
      The simplest coding agent as a Jupyter notebook.
      Jupyter Notebook
      •
      MIT License
      •0•0•0•0•Updated Jun 19, 2026Jun 19, 2026

    • worker-critic-example

      Public
      An example of a worker-critic agentic workflow
      Python
      •
      MIT License
      •0•0•0•0•Updated Apr 8, 2026Apr 8, 2026

    • autoresearch-pinns

      Public
      Experimenting with Karpathy's autoresearch for training physics-informed neural networks.
      Python
      •0•1•0•0•Updated Mar 24, 2026Mar 24, 2026

    • codex-sciml-casestudies

      Public
      Case studies replicating SciML papers with prompts, reports, and cluster skill
      TeX
      •0•7•0•0•Updated Mar 5, 2026Mar 5, 2026

    • dax

      Public
      Dynamical systems, filtering, smoothing, and identification in Jax
      Python
      •
      MIT License
      •0•0•0•0•Updated Feb 18, 2026Feb 18, 2026

    • ou-pm-paper

      Public
      Toy example to verify fitting an Ornstein-Uhlenbeck process with the maximum likelihood estimate
      Python
      •0•1•0•0•Updated Feb 4, 2026Feb 4, 2026

    • IFT-Thermal-Conductivity-Experiments

      Public
      Simulations for reconstructing OFI thermal conductivity from experimental data with information field theory.
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •0•0•0•0•Updated Feb 3, 2026Feb 3, 2026

    • advanced-scientific-machine-learning

      Public
      ME 697 - Advanced Scientific Machine Learning
      Jupyter Notebook
      •
      GNU General Public License v3.0
      •12•31•1•0•Updated Feb 3, 2026Feb 3, 2026

    • www2

      Public
      Predictive Science Laboratory - Website v2.0
      HTML
      •
      MIT License
      •0•0•0•0•Updated Mar 16, 2025Mar 16, 2025

    • py-design

      Public
      Design of random experiments in Python
      Fortran
      •
      GNU Lesser General Public License v2.1
      •7•26•4•0•Updated Feb 12, 2025Feb 12, 2025

    • jaxpi

      Public
      Forked version of jaxpi to be used in ME 697.
      Python
      •
      Apache License 2.0
      •113•0•0•0•Updated Feb 2, 2024Feb 2, 2024

    • pift-paper-2023

      Public
      Physics-informed information field theory - Solve inverse problems with built-in model form uncertainty estimation
      uncertainty-quantificationinverse-problemsphysics-informed
      uncertainty-quantificationinverse-problemsphysics-informedinformation-field-theorymodel-form-uncertainty
      C++
      •
      GNU General Public License v3.0
      •0•13•1•0•Updated Jan 24, 2024Jan 24, 2024

    • orthojax

      Public
      Orthogonal polynomials (polynomial chaos) in Jax.
      Python
      •
      MIT License
      •1•4•0•0•Updated Jan 22, 2024Jan 22, 2024

    • paper-2023-inverse-map-karumuri

      Public
      Code for the inverse map paper
      2•5•0•0•Updated Jan 16, 2024Jan 16, 2024

    • paper-2023-strength-karumuri

      Public
      Jupyter Notebook
      •1•1•0•0•Updated Jan 16, 2024Jan 16, 2024

    • www

      Public
      TeX
      •
      MIT License
      •0•0•0•0•Updated Jun 28, 2023Jun 28, 2023

    • uq-course

      Public
      Introduction to Uncertainty Quantification
      Jupyter Notebook
      •
      MIT License
      •105•259•1•0•Updated Mar 30, 2022Mar 30, 2022

    • variational-elliptic-SPDE

      Public
      Jupyter Notebook
      •
      MIT License
      •4•13•0•0•Updated Nov 20, 2019Nov 20, 2019

    • py-orthpol

      Public
      Construct orhogonal polynomials using Python
      Fortran
      •
      GNU Lesser General Public License v2.1
      •20•24•5•2•Updated Oct 16, 2019Oct 16, 2019

    • pysmc

      Public
      Sequential Monte Carlo working on top of pymc
      Python
      •
      GNU Lesser General Public License v3.0
      •9•49•1•0•Updated Feb 21, 2019Feb 21, 2019

    • py-aspgp

      Public
      Python
      •2•5•0•0•Updated Oct 31, 2016Oct 31, 2016

    • pyipopt

      Public
      A Python connector to IPOPT
      C
      •73•2•0•0•Updated May 3, 2016May 3, 2016

    • pslab

      Public
      Documentation on the labs codes
      0•1•0•0•Updated Feb 29, 2016Feb 29, 2016

    • caffe

      Public
      Caffe: a fast open framework for deep learning.
      C++
      •
      Other
      •18k•0•0•0•Updated Feb 22, 2016Feb 22, 2016

    • py-bgo

      Public
      An implementation Bayesian global optimization in Python
      Python
      •
      MIT License
      •1•10•0•0•Updated Feb 14, 2016Feb 14, 2016

    • GPy

      Public
      Gaussian processes framework in python
      Python
      •
      BSD 3-Clause "New" or "Revised" License
      •570•3•0•0•Updated Jan 22, 2016Jan 22, 2016
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