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hwayguo's Projects

autodl-projects icon autodl-projects

Automated deep learning algorithms implemented in PyTorch or Tensorflow.

autograd icon autograd

Efficiently computes derivatives of numpy code.

covid-19-data icon covid-19-data

Data on COVID-19 (coronavirus) cases, deaths, hospitalizations, tests • All countries • Updated daily by Our World in Data

deepxde icon deepxde

Deep learning library for solving differential equations and more

idlm_pytorch icon idlm_pytorch

The Pytorch version for the inverse deep learning meta material project

keras---deep-auto-encoder-trained-layerwise icon keras---deep-auto-encoder-trained-layerwise

The project codes up a three hidden layer deep auto encoder, trained in a greedy layerwise fashion for initializing a corresponding deep neural network. Also, it consider training criteria such as dropout and sparsity for improving feature learning.

keras-nas-pgrl icon keras-nas-pgrl

Neural Architecture Search (NAS) using policy gradient Reinforcement Learning (RL)

lightgbm icon lightgbm

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks.

masa icon masa

Method of Manufactured Solutions Repository

minos icon minos

Deep learning, architecture and hyper parameters search with genetic algorithms

mish icon mish

Official Repsoitory for "Mish: A Self Regularized Non-Monotonic Neural Activation Function" [BMVC 2020]

oscode icon oscode

Code for efficient solution of oscillatory ordinary differential equations

phasefield icon phasefield

PRISMS-PF: An Open-Source Phase-Field Modeling Framework

phaseflow-fenics icon phaseflow-fenics

Phaseflow simulates the convection-coupled melting and solidification of phase-change materials.

pinn icon pinn

Physics-informed neural networks package

pinns-tf2.0 icon pinns-tf2.0

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

shenfun icon shenfun

High performance computational platform in Python for the spectral Galerkin method

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