yangsustc

yangsustc

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Location:shenzhen

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yangsustc's repositories

WAN_PDE

Weak Adversarial Networks for high-dimensional PDE with Neural ODEs

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Allen-Cahn-FNO

Fourier Neural Operators to solve for Allen Cahn PDE equations

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DeepBSDE

Deep BSDE solver in TensorFlow

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DeepNitscheMethod

Code for "Deep Nitsche Method: Deep Ritz Method with Essential Boundary Conditions"

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DeepRitz

Implementation of the Deep Ritz method and the Deep Galerkin method

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book

个人认为对技术提升很不错的书

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DGM-and-DRM

Several codes and results for the paper: A comparison study of deep Galerkin method and deep Ritz method for elliptic problems with different boundary conditions

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fourier_neural_operator

Use Fourier transform to learn operators in differential equations.

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Getting-Started-with-Tensorflow-2

All my code for the course Getting Started with Tensorflow 2 by Imperial College London. Well Written and Commented for Anyone to learn tf2. Check out the Markdowns for every folder.

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HFM

Hidden Fluid Mechanics

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LeetCodeAnimation

Demonstrate all the questions on LeetCode in the form of animation.(用动画的形式呈现解LeetCode题目的思路)

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loss-landscape

Code for visualizing the loss landscape of neural nets

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MFGnet.jl

A Machine Learning Framework for Solving High-Dimensional Mean Field Game and Mean Field Control Problems

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NeuralPDE.jl

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

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NN-Schrodinger

Experiments and additional materials for Entropy research paper

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NNets-and-Diffeqns

jupyter notebooks for the neural nets and differential equation paper

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pde-estimation

Pytorch code for learning an underlying PDE from given data.

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PDEsByNNs

This repository contains a number of Jupyter Notebooks illustrating different approaches to solve partial differential equations by means of neural networks using TensorFlow.

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PFM.1D

1D Phase Field modeling

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PICANNs

Physics Informed Convex Artificial Neural Networks

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pinn_burgers

Physics Informed Neural Network (PINN) for Burgers' equation.

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PINNs-TF2.0

TensorFlow 2.0 implementation of Maziar Raissi's Physics Informed Neural Networks (PINNs).

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python_data_structures_and_algorithms

Python 中文数据结构和算法教程

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pytorch-book

PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation (《深度学习框架PyTorch:入门与实战》)

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pytorch-handbook

pytorch handbook是一本开源的书籍,目标是帮助那些希望和使用PyTorch进行深度学习开发和研究的朋友快速入门,其中包含的Pytorch教程全部通过测试保证可以成功运行

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pytorch-tutorial

PyTorch Tutorial for Deep Learning Researchers

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SA-PINNs

Implementation of the paper "Self-Adaptive Physics-Informed Neural Networks using a Soft Attention Mechanism" [AAAI-MLPS 2021]

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torchcde

Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.

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two-asset-trading-bot

First trading algo: Long Short Momentum/Value ETFs

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VIXTradingStrategy_QuantConnect

The strategy trades two ETPs on volatility, going long volatility using VXX, and going short volatility using SVXY. The signal indicator for buying and/or selling is RSI, which is used to track current momentum in the SVXY ETF.

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