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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, ... 🧠

arxiv-style

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

awesome-distributed-deep-learning

A curated list of awesome Distributed Deep Learning resources.

awesome-pytorch-list

A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

blackbear

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

damask

Düsseldorf Advanced Material Simulation Kit (Read-only mirror)

deer

Various mechanics modules for the MOOSE framework

dream3d

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

eel

An FEM code for battery-related physics

examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

gradient_descent_viz

interactive visualization of 5 popular gradient descent methods with step-by-step illustration and hyperparameter tuning UI

image-driven-machine-learning-approach-for-microstructure-classification-and-segmentation-ti-6al-4v

jax

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

libmesh

libMesh github repository

mae-pytorch

Unofficial PyTorch implementation of Masked Autoencoders Are Scalable Vision Learners

makani

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

matgeom

Matlab geometry toolbox for 2D/3D geometric computing

mef90

Official repository for mef90/vDef

moose

Multiphysics Object Oriented Simulation Environment

multiphy

An FEM code for battery-related physics

neml

Modular consitutive modeling library for structural materials

neml2

Prototype for batched material updates

neml2-workshop

NEML2 workshop hands-on training material

neper2abaqus

Use Neper to create an input file and update it to include materials and sections for each generated grain

neper2cae

Link Neper polycrystal generator with Abaqus CAE

numpyro

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

petsc

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

phasefield

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

pinns

Physics Informed Deep Learning: Data-driven Solutions and Discovery of Nonlinear Partial Differential Equations

plasticity

PRISMS Crystal Plasticity and Continuum Plasticity FEM code