Awesome Open Source
Search
Programming Languages
Languages
All Categories
Categories
About
Search results for scientific machine learning neural ode
neural-ode
x
scientific-machine-learning
x
23 search results found
Scimlbook
⭐
1,722
Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)
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
Scimltutorials.jl
⭐
698
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
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.
Diffeqbase.jl
⭐
282
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
Scimlbenchmarks.jl
⭐
279
Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R
Diffeqoperators.jl
⭐
279
Linear operators for discretizations of differential equations and scientific machine learning (SciML)
18s096sciml
⭐
268
18.S096 - Applications of Scientific Machine Learning
Diffeqgpu.jl
⭐
261
GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem
Componentarrays.jl
⭐
258
Arrays with arbitrarily nested named components.
Diffeqdocs.jl
⭐
251
Documentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem
Universal_differential_equations
⭐
187
Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML
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)
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
Ode.jl
⭐
106
Assorted basic Ordinary Differential Equation solvers for scientific machine learning (SciML). Deprecated: Use DifferentialEquations.jl instead.
Diffeqcallbacks.jl
⭐
77
A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented differential equation solvers
Multiscalearrays.jl
⭐
69
A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations
Diffeqproblemlibrary.jl
⭐
51
A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools
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.
Sciml.ai
⭐
48
The SciML Scientific Machine Learning Software Organization Website
Boundaryvaluediffeq.jl
⭐
39
Boundary value problem (BVP) solvers for scientific machine learning (SciML)
Latentdiffeq.jl
⭐
33
Latent Differential Equations models in Julia.
Scimltutorialsoutput
⭐
18
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
Bridgediffeq.jl
⭐
5
A thin wrapper over Bridge.jl for the SciML scientific machine learning common interface, enabling new methods for neural stochastic differential equations (neural SDEs)
Related Searches
Scientific Machine Learning Sciml (84)
Julia Scientific Machine Learning (77)
Differential Equations Scientific Machine Learning (69)
Differential Equations Neural Ode (28)
Ode Scientific Machine Learning (28)
Python Neural Ode (25)
Sciml Neural Ode (24)
Julia Neural Ode (24)
1-23 of 23 search results
Privacy
|
About
|
Terms
|
Follow Us On Twitter
Copyright 2018-2024 Awesome Open Source. All rights reserved.