Sifan Wang's repositories

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2D-Turbulence-Python

Simple OOP Python Code to run some Pseudo-Spectral 2D Simulations of Turbulence

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uvadlc_notebooks

Repository of Jupyter notebook tutorials for teaching the Deep Learning Course at the University of Amsterdam (MSc AI), Fall 2022/Spring 2022

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vanilla-transformer-jax

JAX/Flax implimentation of 'Attention Is All You Need' by Vaswani et al. (https://arxiv.org/abs/1706.03762)

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fourier_neural_operator

Use Fourier transform to learn operators in differential equations.

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google-research

Google Research

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JAXFLUIDS

Differentiable Fluid Dynamics Package

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PDEBench

PDEBench: An Extensive Benchmark for Scientific Machine Learning

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PhiFlow

A differentiable PDE solving framework for machine learning

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ckconv

Code repository of the paper "CKConv: Continuous Kernel Convolution For Sequential Data" published at ICLR 2022. https://arxiv.org/abs/2102.02611

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flax

Flax is a neural network library for JAX that is designed for flexibility.

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flaxmodels

Pretrained models for Jax/Flax: StyleGAN2, GPT2, VGG, ResNet, etc.

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jax-cfd

Computational Fluid Dynamics in JAX

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modulus

A PyTorch based deep-learning toolkit for developing DL models for physical systems

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modulus-launch

Repo of optimized training recipes for accelerating PyTorch workflows of AI driven surrogates for physical systems

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Physics-Informed-Deep-Learning-Solid-and-Fluid-Mechanics

Using Physics-Informed Deep Learning (PIDL) techniques (W-PINNs-DE & W-PINNs) to solve forward and inverse hydrodynamic shock-tube problems and plane stress linear elasticity boundary value problems

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Pointnet_Pointnet2_pytorch

PointNet and PointNet++ implemented by pytorch (pure python) and on ModelNet, ShapeNet and S3DIS.

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pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

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Pytorch-UNet

PyTorch implementation of the U-Net for image semantic segmentation with high quality images

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riemann_book

An interactive book about the Riemann problem for hyperbolic PDEs, using Jupyter notebooks.

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Wandb-Status-Report-Template

A template project for a W&B Status and Analysis Report in the Autonomous Vehicle Domain

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