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Pengmiao Zhang's Projects

neural-network-computation-acceleration icon neural-network-computation-acceleration

Reproduce the fast matrix multiplication method based on Multiplying Matrices Without Multiplying and Bolt: Accelerated Data Mining with Fast Vector Compression , while doing the speedup of the underlying operator.

nlp-tutorial icon nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

pcpm icon pcpm

partition-centric GAS based pagerank computation

pythia icon pythia

A customizable hardware prefetching framework using online reinforcement learning as described in the MICRO 2021 paper by Bera et al. (https://arxiv.org/pdf/2109.12021.pdf).

pytorch-cifar100 icon pytorch-cifar100

Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet, NasNet, Residual Attention Network, SENet, WideResNet)

pytorch-slimming icon pytorch-slimming

Learning Efficient Convolutional Networks through Network Slimming, In ICCV 2017.

resemble icon resemble

ReSemble: Reinforced Ensemble Framework for Data Prefetching

river icon river

🌊 Online machine learning in Python

rnn-fpga icon rnn-fpga

implementing a Recurrent Neural Network with binarized weight format on FPGA

swin-transformer icon swin-transformer

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

uscthesis icon uscthesis

LaTeX template in accordance with the University of Southern California Theses and Dissertations Formatting Guidelines.

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