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Name: zsc

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zsc's Projects

algorithm-visualizer

:fireworks:Interactive Online Platform that Visualizes Algorithms from Code

dash-meets-ns3gym

DASH meets ns3-gym, an inclusive discrete environment to test ML for video streaming.

gym

This gym leverages NS3 and WebRTC, which can be used by reinforcement learning or other methods to build a Bandwidth Controller for WebRTC

🧑‍🏫 50! Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

notes-andrewng

吴恩达老师的机器学习课程个人笔记

notes-data-process

数据科学的笔记以及资料搜集

notes-whiteboard

白板推导系列课程笔记初版

ns3-ai

Enable the interaction between ns-3 and popular frameworks using Python, which mean you can train and test your AI algorithms in ns-3 without changing any frameworks you are using now!

ns3-gym

ns3-gym - The Playground for Reinforcement Learning in Networking Research

paper-nsdi

Adaptive Video Streaming with Layered Neural Codecs

pensieve

Neural Adaptive Video Streaming with Pensieve (SIGCOMM '17)

pensieve-ppo

The simplest implementation of Pensieve (SIGCOMM 17') via state-of-the-art RL algorithms, including PPO, DQN, and SAC

pensieve-py38

Pensieve on python 3.8 & tensorflow 2.7

ppo-based-abr

use PPO and A2C to learn an optimal bitrate adaptation policy for traditional video streaming. These algorithms were implemented with Pytorch and python3.6

pytorch-pensieve

a pytorch implementation of pensieve (https://github.com/hongzimao/pensieve)

rl-book-handsonrl

https://hrl.boyuai.com/

rl-book-mushroom

强化学习中文教程（蘑菇书），在线阅读地址：https://datawhalechina.github.io/easy-rl/

rl-book-sutton

Python Implementation of Reinforcement Learning: An Introduction

rl-book-xiaozhiqing

Source codes for the book "Reinforcement Learning: Theory and Python Implementation"

rl-dash

Implementation of Reinforcement learning algortihm in HTTP Adaptive Streaming (HAS) over NS3

rl4net-te

RL4Net Simulator - A simulator of reinforcement learning algorithm research for networking

rlinwifi

Code for "Contention Window Optimization in IEEE 802.11ax Networks with Deep Reinforcement Learning" article published at WCNC 2021.

short-video-streaming-challenge

ACM MULTIMEDIA 2022 Grand Challenge

sigcomm21-5g

A Variegated Look at 5G in the Wild: Performance, Power, and QoE Implications (SIGCOMM '21)

spinningup

An educational resource to help anyone learn deep reinforcement learning.

trajectory-transformer

Code for the paper "Offline Reinforcement Learning as One Big Sequence Modeling Problem"

videostream-ns3

A simulation framework of adaptive video streaming over wireless home networks using ns-3. The final project for CPSC 8510 Software Systems for Data Communication.

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