Julia neural-differential-equations

Open-source Julia projects categorized as neural-differential-equations
Edit details
Differentialequations scientific-machine-learning differential-equations Sciml neural-ode
SaaSHub - Software Alternatives and Reviews
SaaSHub helps you find the best software and product alternatives
www.saashub.com
featured

Top 6 Julia neural-differential-equation Projects

neural-differential-equations

  1. DifferentialEquations.jl

    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.

    Project mention: Modelica | news.ycombinator.com | 2024-12-16

    Another up-and-coming solution is Julia's simulation ecosystem [1]. It is powered by the commercial organization behind the Julia programming language, which has received DARPA funding [2] to build out these tools. This ecosystem unifies researchers in numerical methods [3], scalable compute, and domain experts in modeling engineering systems (electrical, mechanical, etc.) I believe this is where simulation is headed.

    [1] https://juliahub.com/products/juliasim

    [2] https://news.ycombinator.com/item?id=26425659

    [3] https://docs.sciml.ai/DiffEqDocs/stable/

  2. SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

    SaaSHub logo

  3. NeuralPDE.jl

    Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

  4. DiffEqFlux.jl

    Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods

  5. DiffEqBase.jl

    The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems

  6. DiffEqGPU.jl

    GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem

  7. BoundaryValueDiffEq.jl

    Boundary value problem (BVP) solvers for scientific machine learning (SciML)

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).

Julia neural-differential-equations discussion

Log in or Post with

Julia neural-differential-equations related posts

  • Automatically install huge number of dependency?

    1 project | /r/Julia | 31 May 2023

  • from Wolfram Mathematica to Julia

    2 projects | /r/Julia | 26 May 2022

  • [D] ICLR 2022 RESULTS ARE OUT

    1 project | /r/MachineLearning | 22 Jan 2022

  • [N] Open Colloquium by Prof. Max Welling: "Is the next deep learning disruption in the physical sciences?"

    1 project | /r/MachineLearning | 21 Oct 2021

  • [D] What are some ideas that are hyped up in machine learning research but don't actually get used in industry (and vice versa)?

    1 project | /r/MachineLearning | 16 Oct 2021

  • [Research] Input Arbitrary PDE -> Output Approximate Solution

    4 projects | /r/MachineLearning | 10 Jul 2021
  • A note from our sponsor - SaaSHub
    www.saashub.com | 20 Jan 2025
    SaaSHub helps you find the best software and product alternatives Learn more →

Index

What are some of the best open-source neural-differential-equation projects in Julia? This list will help you:

# Project Stars
1 DifferentialEquations.jl 2,894
2 NeuralPDE.jl 1,022
3 DiffEqFlux.jl 875
4 DiffEqBase.jl 320
5 DiffEqGPU.jl 284
6 BoundaryValueDiffEq.jl 46

Sponsored
SaaSHub - Software Alternatives and Reviews
SaaSHub helps you find the best software and product alternatives
www.saashub.com
Loading...