Tianju Chen (tianjuchen)

tianjuchen

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Company:Argonne National Laboratory

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Tianju Chen's repositories

annotated_deep_learning_paper_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

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arxiv-style

A Latex style and template for paper preprints (based on NIPS style)

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blackbear

BlackBear is a MOOSE-based code for simulating degradation processes in concrete and other structural materials.

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DAMASK

Düsseldorf Advanced Material Simulation Kit (Read-only mirror)

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deer

Various mechanics modules for the MOOSE framework

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DREAM3D

Data Analysis program and framework for materials science data analytics, based on the managing framework SIMPL framework.

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eel

An FEM code for battery-related physics

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jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

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libmesh

libMesh github repository

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makani

Massively parallel training of machine-learning based weather and climate models

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matGeom

Matlab geometry toolbox for 2D/3D geometric computing

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mef90

Official repository for mef90/vDef

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moose

Multiphysics Object Oriented Simulation Environment

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multiphy

An FEM code for battery-related physics

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neml

Modular consitutive modeling library for structural materials

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neml2

Prototype for batched material updates

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numpyro

Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.

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petsc

Mirror of https://gitlab.com/petsc/petsc

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phaseField

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

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plasticity

PRISMS Crystal Plasticity and Continuum Plasticity FEM code

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pymc

Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Aesara

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pyoptmat

pytorch/pyro-based package for calibrating statistical constitutive models to experimental data

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pyro

Deep universal probabilistic programming with Python and PyTorch

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pytorch-image-classification

Tutorials on how to implement a few key architectures for image classification using PyTorch and TorchVision.

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ringspy

A Python automated geometric generation tool that generates 3D meshes of prismatic cellular solids with radial growth rules based on Voronoi diagrams.

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sciann-applications

A place to share problems solved with SciANN

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The-Art-of-Linear-Algebra-zh-CN

Graphic notes on Gilbert Strang's "Linear Algebra for Everyone", 线性代数的艺术中文版, 欢迎PR.

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topy

Topology Optimization using Python

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torchmd-net

Neural network potentials based on graph neural networks and equivariant transformers

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UMAT_Lefevre_Sozio_Lopez-Pamies

Abaqus UMAT subroutine for a large family of finite viscoelasticity models

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