hwang595
Incoming Assistant Professor of CS@Rutgers; Core Member of LLM360.ai; Doing something adventurous now.
Carnegie Mellon UniversityPittsburgh, PA
Pinned Repositories
ATOMO
Atomo: Communication-efficient Learning via Atomic Sparsification
Cuttlefish
The implementation for MLSys 2023 paper: "Cuttlefish: Low-rank Model Training without All The Tuning"
DETOX
DETOX: A Redundancy-based Framework for Faster and More Robust Gradient Aggregation
Draco
DRACO: Byzantine-resilient Distributed Training via Redundant Gradients
ErasureHead
distributed gradient descent using approximate coding to mitigate stragglers
FoE-ICLR2024
The implementation of FoE for ICLR 2024
ML-material
Useful machine learning materials
ps_pytorch
implement distributed machine learning with Pytorch + OpenMPI
Pufferfish
The implementation for MLSys 2021 paper: "Pufferfish: Communication-efficient Models At No Extra Cost"
PyTorch-parameter-server
Implementation of Parameter Server using PyTorch communication lib
hwang595's Repositories
hwang595/ps_pytorch
implement distributed machine learning with Pytorch + OpenMPI
hwang595/Cuttlefish
The implementation for MLSys 2023 paper: "Cuttlefish: Low-rank Model Training without All The Tuning"
hwang595/PyTorch-parameter-server
Implementation of Parameter Server using PyTorch communication lib
hwang595/ATOMO
Atomo: Communication-efficient Learning via Atomic Sparsification
hwang595/Draco
DRACO: Byzantine-resilient Distributed Training via Redundant Gradients
hwang595/DETOX
DETOX: A Redundancy-based Framework for Faster and More Robust Gradient Aggregation
hwang595/ErasureHead
distributed gradient descent using approximate coding to mitigate stragglers
hwang595/FoE-ICLR2024
The implementation of FoE for ICLR 2024
hwang595/Pufferfish
The implementation for MLSys 2021 paper: "Pufferfish: Communication-efficient Models At No Extra Cost"
hwang595/ML-material
Useful machine learning materials
hwang595/data_augmentation_playground
validation and initial experiments for data augmentation
hwang595/distributed-MXNet
distributed networks on MXNet
hwang595/DistributedMNIST
Distributed MNIST using Tensorflow
hwang595/BasicSR
Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, etc. Also support StyleGAN2, DFDNet.
hwang595/CSrankings
A web app for ranking computer science departments according to their research output in selective venues.
hwang595/DeepLearningImplementations
Implementation of recent Deep Learning papers
hwang595/examples
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
hwang595/hwang595.github.io
Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes
hwang595/modified-pytorch-cifar
Adapted from https://github.com/kuangliu/pytorch-cifar
hwang595/NLP
This is where I put all my work in Natural Language Processing
hwang595/open_lth
A repository in preparation for open-sourcing lottery ticket hypothesis code.
hwang595/probabilistic-federated-neural-matching
Bayesian Nonparametric Federated Learning of Neural Networks
hwang595/provML
provML
hwang595/pytorch-cifar
95.16% on CIFAR10 with PyTorch
hwang595/pytorch_ps_mpi
PyTorch parameter server with MPI
hwang595/sailing-lab.github.io
hwang595/svd-tf-playground
svd in tensorflow
hwang595/TensorFlow_Revised_Models
revised_models
hwang595/TF-Pytorch-comparison
comparison of performances between Tensorflow and Pytorch
hwang595/WideResNet-pytorch
Wide Residual Networks (WideResNets) in PyTorch