Awesome Open Source

Programming Languages

Search results for deep learning partial differential equations

deep-learning x

partial-differential-equations x

23 search results found

Neuralpde.jl ⭐ 864

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

Pdebench ⭐ 522

PDEBench: An Extensive Benchmark for Scientific Machine Learning

PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks

Graph Neural Pde ⭐ 212

Graph Neural PDEs

Neuraloperators.jl ⭐ 206

DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia

Deepbsde ⭐ 183

Deep BSDE solver in TensorFlow

Galerkin Transformer ⭐ 152

[NeurIPS 2021] Galerkin Transformer: a linear attention without softmax

Greenlearning ⭐ 53

Learning Green's functions of partial differential equations with deep learning.

Heat Pinn ⭐ 53

A Physics-Informed Neural Network to solve 2D steady-state heat equation.

Ar Pde Cnn ⭐ 52

Physics-constrained auto-regressive convolutional neural networks for dynamical PDEs

Convolutionalneuraloperator ⭐ 52

This repository is the official implementation of the paper Convolutional Neural Operators for robust and accurate learning of PDEs

Deep_learning_for_dynamical_systems ⭐ 31

This repository contains code for the paper "MAgNet: Mesh-Agnostic Neural PDE Solver" https://arxiv.org/abs/2210.05495

Gpt Pinn ⭐ 22

Generative Pre-Trained Physics-Informed Neural Networks Implementation

DAS-PINNs: A deep adaptive sampling method for solving high-dimensional partial differential equations

Pydimension ⭐ 20

Dimensionless learning codes for our paper called "Data-driven discovery of dimensionless numbers and governing laws from scarce measurements".

Awesome Ml Pde ⭐ 18

Resources about Machine Learning for solving PDEs.

A numerical library for High-Dimensional option Pricing problems, including Fourier transform methods, Monte Carlo methods and the Deep Galerkin method

Deep_kolmogorov ⭐ 18

Numerically Solving Parametric Families of High-Dimensional Kolmogorov Partial Differential Equations via Deep Learning (NeurIPS 2020)

Neuralgraphpde.jl ⭐ 15

Integrating Neural Ordinary Differential Equations, the Method of Lines, and Graph Neural Networks

Poisson_cnn ⭐ 9

Codebase for the Poisson CNN paper

Deep Multilevel Kolmogorov Pde Solver ⭐ 8

Solving stochastic differential equations and Kolmogorov equations by means of deep learning and Multilevel Monte Carlo simulation

Navierstokesfno ⭐ 6

Приведена архитектура нейронной сети, основанной на преобразовании Фурье для решения УВЧП Навье-Стокса

Neural Operator With Regularity Structure ⭐ 5

Related Searches

Python Deep Learning (13,100)

Jupyter Notebook Deep Learning (10,328)

Deep Learning Neural Network (5,801)

Deep Learning Tensorflow (5,620)

Deep Learning Pytorch (4,659)

Deep Learning Convolutional Neural Networks (3,932)

Deep Learning Neural (3,770)

Deep Learning Network (3,570)

Deep Learning Computer Vision (3,365)

Deep Learning Keras (3,258)

1-23 of 23 search results

Privacy | About | Terms | Follow Us On Twitter

Copyright 2018-2024 Awesome Open Source. All rights reserved.