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Shigang Li's Projects

lstm-human-activity-recognition icon lstm-human-activity-recognition

Human Activity Recognition example using TensorFlow on smartphone sensors dataset and an LSTM RNN (Deep Learning algo). Classifying the type of movement amongst six activity categories - Guillaume Chevalier

magicube icon magicube

Magicube is a high-performance library for quantized sparse matrix operations (SpMM and SDDMM) of deep learning on Tensor Cores.

megatron-lm icon megatron-lm

Ongoing research training transformer language models at scale, including: BERT & GPT-2

mesh icon mesh

Mesh TensorFlow: Model Parallelism Made Easier

metal icon metal

Love template metaprogramming

mindspore icon mindspore

MindSpore is a new open source deep learning training/inference framework that could be used for mobile, edge and cloud scenarios.

mingpt icon mingpt

A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

mixture-of-experts icon mixture-of-experts

A Pytorch implementation of Sparsely-Gated Mixture of Experts, for massively increasing the parameter count of language models

mtensor icon mtensor

A C++ Cuda Tensor Lazy Computing Library

ncnn icon ncnn

ncnn is a high-performance neural network inference framework optimized for the mobile platform

nmt icon nmt

TensorFlow Neural Machine Translation Tutorial

nnpack icon nnpack

Acceleration package for neural networks on multi-core CPUs

ok-topk icon ok-topk

Ok-Topk is a scheme for distributed training with sparse gradients. Ok-Topk integrates a novel sparse allreduce algorithm (less than 6k communication volume which is asymptotically optimal) with the decentralized parallel Stochastic Gradient Descent (SGD) optimizer, and its convergence is proved theoretically and empirically.

onednn icon onednn

oneAPI Deep Neural Network Library (oneDNN)

openmp-tutorial icon openmp-tutorial

Exercises and Solutions for "Programming Your GPU with OpenMP: A Hands-On Introduction"

paper-template icon paper-template

A template for writing CS papers with latex -- includes CI, todonotes, ...

pysc2 icon pysc2

StarCraft II Learning Environment

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