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raylrayl's Projects

ailearning icon ailearning

AiLearning: 机器学习 - MachineLearning - ML、深度学习 - DeepLearning - DL、自然语言处理 NLP

cnn-repository icon cnn-repository

classical CNN impelementation with pytorch.Include VGGNet,BN-VGG,Inception-v1,BN-Inception,Resnet-v1,Resnet-v2,DenseNet and so on.

deep-reinforcement-learning-for-5g-networks icon deep-reinforcement-learning-for-5g-networks

Code for my publication: Deep Reinforcement Learning for 5G Networks: Joint Beamforming, Power Control, and Interference Coordination. Paper accepted for publication to IEEE Transactions on Communications.

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

drl_uav_cellularnet icon drl_uav_cellularnet

Simulator developed for the mobility management of UAV base stations project featuring A3C

drone_rl icon drone_rl

Solving Beamforming problem using reinforcement learning between Base station and UAV

esl-cn icon esl-cn

The Elements of Statistical Learning (ESL)的中文翻译、代码实现及其习题解答。

fedavg.pytorch icon fedavg.pytorch

A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017

gazebo-crowdnav icon gazebo-crowdnav

[ICRA19] Crowd-aware Robot Navigation with Attention-based Deep Reinforcement Learning

gnnpapers icon gnnpapers

Must-read papers on graph neural networks (GNN)

group-lasso icon group-lasso

Group Lasso implementation following the scikit-learn API

light_mappo icon light_mappo

Lightweight version of MAPPO to help you quickly migrate to your local environment.

lihang icon lihang

Statistical learning methods, 统计学习方法(第2版)[李航] [笔记, 代码, notebook, 参考文献, Errata, lihang]

maac icon maac

Code for "Actor-Attention-Critic for Multi-Agent Reinforcement Learning" ICML 2019

mfrl icon mfrl

Mean Field Multi-Agent Reinforcement Learning

pgmorl icon pgmorl

[ICML 2020] Prediction-Guided Multi-Objective Reinforcement Learning for Continuous Robot Control

ppo-pytorch icon ppo-pytorch

Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch

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