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The Top 23 Python Differential Equations Open Source Projects

Open source projects categorized as Python Differential Equations
Categories > Differential Equations
Differentialequations.jl ⭐ 2,689
Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.
most recent commit 3 months ago
Torchsde ⭐ 1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dependent packages 10total releases 2most recent commit 7 months agopypi torchsde} Downloads
Diffrax ⭐ 1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
dependent packages 9total releases 16most recent commit 3 months agopypi diffrax} Downloads
Brian2 ⭐ 838
Brian is a free, open source simulator for spiking neural networks.
dependent packages 19total releases 46most recent commit 3 months agopypi Brian2} Downloads
Scimltutorials.jl ⭐ 698
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
most recent commit 7 months ago
Neurodiffeq ⭐ 576
A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.
total releases 18most recent commit 3 months ago
Diffeqpy ⭐ 456
Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization
dependent packages 2total releases 12most recent commit 4 months agopypi diffeqpy} Downloads
Brainpy ⭐ 438
Brain Dynamics Programming in Python
dependent packages 2total releases 56most recent commit 3 months agopypi brainpy} Downloads
Torchcde ⭐ 361
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
dependent packages 2total releases 4most recent commit 9 months agopypi torchcde} Downloads
Neuralcde ⭐ 352
Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)
most recent commit 3 years ago
Wavetorch ⭐ 348
🌊 Numerically solving and backpropagating through the wave equation
total releases 2most recent commit 4 years ago
Scimlbenchmarks.jl ⭐ 279
Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R
most recent commit 3 months ago
Amadia ⭐ 245
Astus' Mathematical Display Application : A GUI for Mathematics (Calculator, LaTeX Converter, Plotter, ... )
most recent commit 10 months ago
Scikit Fmm ⭐ 232
scikit-fmm is a Python extension module which implements the fast marching method.
dependent packages 15total releases 20most recent commit 4 months agopypi scikit-fmm} Downloads
Pina ⭐ 195
Physics-Informed Neural networks for Advanced modeling
total releases 8most recent commit 3 months ago
Easy Neural Ode ⭐ 186
Code for the paper "Learning Differential Equations that are Easy to Solve"
most recent commit 2 years ago
Fbpinns ⭐ 110
Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)
most recent commit 8 months ago
Amici ⭐ 106
Advanced Multilanguage Interface to CVODES and IDAS
dependent packages 7total releases 105most recent commit a month agopypi amici} Downloads
Numerical Methods Python ⭐ 72
Numerical methods implementation in Python.
most recent commit a year ago
Pyrates ⭐ 68
Open-source, graph-based Python code generator and analysis toolbox for dynamical systems (pre-implemented and custom models). Most pre-implemented models belong to the family of neural population models.
most recent commit 4 months ago
Tensordiffeq ⭐ 60
Efficient and Scalable Physics-Informed Deep Learning and Scientific Machine Learning on top of Tensorflow for multi-worker distributed computing
total releases 16most recent commit 2 years ago
Heyoka.py ⭐ 57
Python library for ODE integration via Taylor's method and LLVM
dependent packages 1total releases 7most recent commit 3 months agopypi heyoka} Downloads
Brian2cuda ⭐ 56
A brian2 extension to simulate spiking neural networks on GPUs
total releases 3most recent commit 5 months ago
The 10 Most Depended On Python Differential Equations Open Source Projects
Brian2 ⭐ 838
Brian is a free, open source simulator for spiking neural networks.
dependent packages 19total releases 46latest release July 07, 2023most recent commit 3 months agopypi Brian2} Downloads
Scikit Fmm ⭐ 232
scikit-fmm is a Python extension module which implements the fast marching method.
dependent packages 15total releases 20latest release August 15, 2022most recent commit 4 months agopypi scikit-fmm} Downloads
Torchsde ⭐ 1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dependent packages 10total releases 2latest release September 26, 2023most recent commit 7 months agopypi torchsde} Downloads
Diffrax ⭐ 1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
dependent packages 9total releases 16latest release August 03, 2023most recent commit 3 months agopypi diffrax} Downloads
Amici ⭐ 106
Advanced Multilanguage Interface to CVODES and IDAS
dependent packages 7total releases 105latest release November 21, 2023most recent commit a month agopypi amici} Downloads
Diffeqpy ⭐ 456
Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization
dependent packages 2total releases 12latest release December 10, 2023most recent commit 4 months agopypi diffeqpy} Downloads
Brainpy ⭐ 438
Brain Dynamics Programming in Python
dependent packages 2total releases 56latest release December 10, 2023most recent commit 3 months agopypi brainpy} Downloads
Torchcde ⭐ 361
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
dependent packages 2total releases 4latest release October 17, 2021most recent commit 9 months agopypi torchcde} Downloads
Leibniz ⭐ 10
Leibniz is a python package which provide facilities to express learnable partial differential equations with PyTorch
dependent packages 1total releases 121latest release September 13, 2021most recent commit 3 years agopypi leibniz} Downloads
The 10 Latest Releases In Python Differential Equations Open Source Projects
Diffeqpy ⭐ 456
Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization
dependent packages 2total releases 12latest release December 10, 2023most recent commit 4 months agopypi diffeqpy} Downloads
Brainpy ⭐ 438
Brain Dynamics Programming in Python
dependent packages 2total releases 56latest release December 10, 2023most recent commit 3 months agopypi brainpy} Downloads
Heyoka.py ⭐ 57
Python library for ODE integration via Taylor's method and LLVM
dependent packages 1total releases 7latest release November 29, 2023most recent commit 3 months agopypi heyoka} Downloads
Amici ⭐ 106
Advanced Multilanguage Interface to CVODES and IDAS
dependent packages 7total releases 105latest release November 21, 2023most recent commit a month agopypi amici} Downloads
Pina ⭐ 195
Physics-Informed Neural networks for Advanced modeling
total releases 8latest release November 17, 2023most recent commit 3 months ago
Torchsde ⭐ 1,357
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
dependent packages 10total releases 2latest release September 26, 2023most recent commit 7 months agopypi torchsde} Downloads
Diffrax ⭐ 1,131
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
dependent packages 9total releases 16latest release August 03, 2023most recent commit 3 months agopypi diffrax} Downloads
Brian2cuda ⭐ 56
A brian2 extension to simulate spiking neural networks on GPUs
total releases 3latest release July 11, 2023most recent commit 5 months ago
Brian2 ⭐ 838
Brian is a free, open source simulator for spiking neural networks.
dependent packages 19total releases 46latest release July 07, 2023most recent commit 3 months agopypi Brian2} Downloads
Pararealml ⭐ 19
A machine learning boosted parallel-in-time differential equation solver framework.
total releases 3latest release January 08, 2023most recent commit a year ago
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