Python dynamical-systems

Open-source Python projects categorized as dynamical-systems
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Topics: Machine Learning differential-equations neural-differential-equations Deep Learning Pytorch
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Top 7 Python dynamical-system Projects

  • torchsde

    Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

  • pysindy

    A package for the sparse identification of nonlinear dynamical systems from data

    • Project mention: Sam Altman's ouster was precipitated by letter to board about AI breakthrough | news.ycombinator.com | 2023-11-22

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  • diffrax

    Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/

    • Project mention: Ask HN: What side projects landed you a job? | news.ycombinator.com | 2023-12-03

  • NeuralCDE

    Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)

  • dynamo-release

    Inclusive model of expression dynamics with conventional or metabolic labeling based scRNA-seq / multiomics, vector field reconstruction and differential geometry analyses

  • sysidentpy

    A Python Package For System Identification Using NARMAX Models

    • Project mention: Contribuição em biblioteca open source | /r/brdev | 2023-05-12

    Link para o site da documentação: SysIdentPy - SysIdentPy

  • Stochastic-Processes

    My book: Gentle Introduction to Chaotic Dynamical Systems. Includes stochastic dynamical systems and statistical properties of numeration systems in any dimension.

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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).

Python dynamical-systems related posts

Index

What are some of the best open-source dynamical-system projects in Python? This list will help you:

Project Stars
1 torchsde 1,468
2 pysindy 1,287
3 diffrax 1,217
4 NeuralCDE 581
5 dynamo-release 401
6 sysidentpy 311
7 Stochastic-Processes 29

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