Guannan Liang's repositories
attention-is-all-you-need-pytorch
A PyTorch implementation of the Transformer model in "Attention is All You Need".
awd-lstm-lm
LSTM and QRNN Language Model Toolkit for PyTorch
awesome-federated-learning
resources about federated learning and privacy in machine learning
competitive-recsys
A collection of resources for Recommender Systems (RecSys)
computer-science
:mortar_board: Path to a free self-taught education in Computer Science!
Conference-Acceptance-Rate
Statistics of acceptance rate for the main AI conference
CS-Xmind-Note
计算机专业课（408）思维导图和笔记：计算机组成原理（第五版 王爱英），数据结构（王道），计算机网络（第七版 谢希仁），操作系统（第四版 汤小丹）
Deep-Learning-Interview-Book
深度学习面试宝典（含数学、机器学习、深度学习、计算机视觉、自然语言处理和SLAM等方向）
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scutjy2015@163.com 版权所有，违权必究 Tan 2018.06
error-feedback-SGD
SGD with compressed gradients and error-feedback: https://arxiv.org/abs/1901.09847
examples
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
fedavgpy
On the Convergence of FedAvg on Non-IID Data
federated
A framework for implementing federated learning
FedProx
Federated Optimization in Heterogeneous Networks (MLSys '20)
fucking-algorithm
手把手撕LeetCode题目，扒各种算法套路的裤子。English version supported! Crack LeetCode, not only how, but also why.
leaf
Leaf: A Benchmark for Federated Settings
leetcode
LeetCode Problems' Solutions
leetcode-2
👏🏻 leetcode solutions for Humans™
LeetCode-3
:monkey:LeetCode、剑指Offer刷题笔记（C/C++、Python3实现）
MachineLearning_Python
机器学习算法python实现
ML-NLP
此项目是机器学习(Machine Learning)、深度学习(Deep Learning)、NLP面试中常考到的知识点和代码实现，也是作为一个算法工程师必会的理论基础知识。
pytorch-optimizer
torch-optimizer -- collection of optimizers for Pytorch
RAdam
On The Variance Of The Adaptive Learning Rate And Beyond
recommenders
Best Practices on Recommendation Systems
Reflection_Summary
算法理论基础知识应知应会
RSPapers
Must-read papers on Recommender System.
SQL-Leetcode-Challenge
Contains all the 117 Leetcode questions with their solutions ranging from Easy to Hard in MySQL.
stochastic_gradient_push
Stochastic Gradient Push for Distributed Deep Learning