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The Top 23 Julia Neural Ode Open Source Projects

Open source projects categorized as Julia Neural Ode
Categories > Neural Ode
Diffeqflux.jl ⭐ 810
Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods
most recent commit 3 months ago
Scimltutorials.jl ⭐ 698
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
most recent commit 8 months ago
Scimlsensitivity.jl ⭐ 291
A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, SDEs, DDEs, DAEs, etc.
most recent commit 3 months ago
Diffeqbase.jl ⭐ 282
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
most recent commit 3 months ago
Diffeqoperators.jl ⭐ 279
Linear operators for discretizations of differential equations and scientific machine learning (SciML)
most recent commit a year 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
Diffeqgpu.jl ⭐ 261
GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem
most recent commit 4 months ago
Componentarrays.jl ⭐ 258
Arrays with arbitrarily nested named components.
most recent commit 4 months ago
Diffeqdocs.jl ⭐ 251
Documentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem
most recent commit 3 months ago
Universal_differential_equations ⭐ 187
Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML
most recent commit a year ago
Jumpprocesses.jl ⭐ 127
Build and simulate jump equations like Gillespie simulations and jump diffusions with constant and state-dependent rates and mix with differential equations and scientific machine learning (SciML)
most recent commit 3 months ago
Diffeqbayes.jl ⭐ 119
Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning
most recent commit 3 months ago
Ode.jl ⭐ 106
Assorted basic Ordinary Differential Equation solvers for scientific machine learning (SciML). Deprecated: Use DifferentialEquations.jl instead.
most recent commit 3 months ago
Diffeqcallbacks.jl ⭐ 77
A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented differential equation solvers
most recent commit 3 months ago
Multiscalearrays.jl ⭐ 69
A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations
most recent commit 3 months ago
Diffeqparamestim.jl ⭐ 60
Easy scientific machine learning (SciML) parameter estimation with pre-built loss functions
most recent commit 3 months ago
Crnn ⭐ 57
Chemical Reaction Neural Network
most recent commit a year ago
Diffeqproblemlibrary.jl ⭐ 51
A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools
most recent commit 4 months ago
Fmiflux.jl ⭐ 49
FMIFlux.jl is a free-to-use software library for the Julia programming language, which offers the ability to place FMUs (fmi-standard.org) everywhere inside of your ML topologies and still keep the resulting model trainable with a standard (or custom) FluxML training process.
most recent commit 5 months ago
Sciml.ai ⭐ 48
The SciML Scientific Machine Learning Software Organization Website
most recent commit 3 months ago
Boundaryvaluediffeq.jl ⭐ 39
Boundary value problem (BVP) solvers for scientific machine learning (SciML)
most recent commit 3 months ago
Latentdiffeq.jl ⭐ 33
Latent Differential Equations models in Julia.
most recent commit 2 years ago
Regneuralde.jl ⭐ 25
Official Implementation of "Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics" (ICML 2021)
most recent commit 2 years ago
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