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garlguo's Projects

cd-grab icon cd-grab

CD-GraB is a distributed gradient balancing framework that aims to find distributed data permutation with provably better convergence guarantees than Distributed Random Reshuffling (D-RR). https://arxiv.org/pdf/2302.00845.pdf.

chocosgd icon chocosgd

Decentralized SGD and Consensus with Communication Compression: https://arxiv.org/abs/1907.09356

deblurgan icon deblurgan

Image Deblurring using Generative Adversarial Networks

deeplearning-500-questions icon deeplearning-500-questions

深度学习500问,以问答形式对常用的概率知识、线性代数、机器学习、深度学习、计算机视觉等热点问题进行阐述,以帮助自己及有需要的读者。 全书分为18个章节,50余万字。由于水平有限,书中不妥之处恳请广大读者批评指正。 未完待续............ 如有意合作,联系[email protected] 版权所有,违权必究 Tan 2018.06

grab icon grab

Source code for the GraB paper.

librarydatacenter icon librarydatacenter

This is my group project for creating a distributed library datacenter on MongoDB, Redis, and Hadoop Distributed File System for Distributed Database Systems course on my study-away program in Tsinghua University

mezo icon mezo

MeZO: Fine-Tuning Language Models with Just Forward Passes. https://arxiv.org/abs/2305.17333

pyhessian icon pyhessian

PyHessian is a Pytorch library for second-order based analysis and training of Neural Networks

qlora icon qlora

QLoRA: Efficient Finetuning of Quantized LLMs

quest icon quest

Turn-based RPG adventure game implemented in OCaml & Python NumPy (Python codes not uploaded)

shrinkbench icon shrinkbench

PyTorch library to facilitate development and standardized evaluation of neural network pruning methods.

statistical-learning-methods icon statistical-learning-methods

Implement Statistical Learning Methods, Li Hang the hard way. 李航《统计学习方法》一书的硬核 Python 实现

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