liuxiaorui's repositories

ElasticGNN

Official implementation of the ICML2021 paper "Elastic Graph Neural Networks"

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Awesome-System-for-Machine-Learning

A curated list of research in machine learning system. I also summarize some papers if I think they are really interesting.

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azeril.github.io

My personal blog.Microdust 微尘

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bert

TensorFlow code and pre-trained models for BERT

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byteps

A high performance and generic framework for distributed DNN training

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caffe

A fork of Caffe with OpenMPI-based Multi-GPU (mainly data parallel) support for action recognition and more. More documentation please see the original readme.

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CSrankings

A web app for ranking computer science departments according to their research output in selective venues, and for finding active faculty across a wide range of areas.

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dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

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edward

A library for probabilistic modeling, inference, and criticism. Deep generative models, variational inference. Runs on TensorFlow.

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federated

A framework for implementing federated learning

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gloo

Collective communications library with various primitives for multi-machine training.

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jmlr-style-file

LaTeX style file for the Journal of Machine Learning Research

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mxnet

efficient, flexible, distributed deep learning framework

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pgmpy

Python Library for Probabilistic Graphical Models

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py-faster-rcnn

Faster R-CNN (Python implementation) -- see https://github.com/ShaoqingRen/faster_rcnn for the official MATLAB version

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pyprobml

Python code for "Machine learning: a probabilistic perspective"

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pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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PyTorch-GAN

PyTorch implementations of Generative Adversarial Networks.

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SGDLibrary

Matlab library for stochastic gradient descent algorithms: Version 1.0.12

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signSGD

Code for the signSGD paper

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tensorflow

An Open Source Machine Learning Framework for Everyone

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tensorpack

A Neural Net training Interface on TensorFlow, with focus on speed + flexibility

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terngrad

Ternary Gradients to Reduce Communication in Distributed Deep Learning (TensorFlow)

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Theano

Theano is a Python library that allows you to define, optimize, and evaluate mathematical expressions involving multi-dimensional arrays efficiently. It can use GPUs and perform efficient symbolic differentiation.

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