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nfmcclure /tensorflow_cookbook

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Code for Tensorflow Machine Learning Cookbook

nlp machine-learning neural-network tensorflow svm genetic-algorithm linear-regression regression cnn ode classification rnn tensorboard packtpub tensorflow-cookbook tensorflow-algorithms kmeans-clustering

UpdatedMay 23, 2024
Jupyter Notebook

SciML /DifferentialEquations.jl

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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.

python r julia ode dde scientific dynamical-systems differential-equations differentialequations sde dae spde stochastic-differential-equations delay-differential-equations numerical stochastic-processes differential-algebraic-equations scientific-machine-learning neural-differential-equations sciml

UpdatedFeb 11, 2025
Julia

SciML /ModelingToolkit.jl

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Star1.5k

An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations

computer-algebra optimization julia ode symbolic dde differential-equations ordinary-differential-equations sde pde dae stochastic-differential-equations delay-differential-equations symbolic-computation nonlinear-programming equation-based scientific-machine-learning sciml symbolic-numerics acausal

UpdatedMar 17, 2025
Julia

Zymrael /awesome-neural-ode

Star1.4k

A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.

deep-learning root-finding ode dynamical-systems ordinary-differential-equations dynamical-modeling ode-solver hamiltonian-dynamics implicit-models

UpdatedSep 13, 2024

SciML /NeuralPDE.jl

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Star1.1k

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

machine-learning neural-network ode neural-networks partial-differential-equations differential-equations ordinary-differential-equations differentialequations pde pinn scientific-machine-learning neural-differential-equations scientific-ml scientific-ai sciml

UpdatedMar 14, 2025
Julia

NeuroDiffGym /neurodiffeq

Star733

A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.

deep-learning time-series pypi pytorch artificial-intelligence ode scientific-computing neural-networks differential-equations mathematical-modelling odes pinn pde-solver initial-value-problem boundary-value-problem physics-informed-neural-networks

UpdatedFeb 22, 2025
Python

SciML /SciMLTutorials.jl

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Star729

Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

python r julia ode dde partial-differential-equations differential-equations ordinary-differential-equations differentialequations sde pde dae stochastic-differential-equations hacktoberfest neural-ode scientific-machine-learning neural-differential-equations sciml

UpdatedApr 29, 2024
CSS

SciML /OrdinaryDiffEq.jl

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Star578

High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)

high-performance julia ode differential-equations ordinary-differential-equations adaptive differentialequations event-handling hacktoberfest scientific-machine-learning sciml

UpdatedMar 16, 2025
Julia

korsbo /Latexify.jl

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Star571

Convert julia objects to LaTeX equations, arrays or other environments.

latex julia equation ode julia-library latex-maths

UpdatedFeb 5, 2025
Julia

SciML /diffeqpy

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Star557

Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization

ode dde differential-equations ordinary-differential-equations numba differentialequations sde dae stochastic-differential-equations delay-differential-equations differential-algebraic-equations sdes scientific-machine-learning sciml

UpdatedJan 23, 2025
Python

SciML /Catalyst.jl

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Star471

Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software.

simulation biology dsl julia systems-biology ode reaction-network differential-equations sde chemical-reactions gillespie-algorithm systems-biology-simulation rate-laws scientific-machine-learning sciml

UpdatedMar 17, 2025
Julia

mathLab /PINA

Star450

Physics-Informed Neural networks for Advanced modeling

python machine-learning deep-learning modeling pytorch ode neural-networks differential-equations pde hacktoberfest pinn physics-informed physics-informed-neural-networks neural-operators equation-learning lightining

UpdatedMar 17, 2025
Python

SciML /DataDrivenDiffEq.jl

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Star410

Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization

julia ode differential-equations scientific-machine-learning sciml

UpdatedFeb 14, 2025
Julia

SciML /SciMLSensitivity.jl

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Star344

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.

ode dde differential-equations differentialequations sde dae sensitivity-analysis hacktoberfest adjoint backpropogation neural-ode scientific-machine-learning neural-sde sciml