Dohyun Kwon's starred repositories
tech-interview
:loudspeaker:๐ tech interview
Reinforcement-learning-with-tensorflow
Simple Reinforcement learning tutorials, ่ซ็ฆPython ไธญๆAIๆๅญฆ
-Review-Dueling-Deep-Q-Network
[Review & Implementation]
-RL-AWS_DeepRacer_Project
๋ณธ ์ ์ฅ์๋ ์๋ง์กด ์น ์๋น์ค (AWS)์์ ์ถ์ํ '๊ฐํํ์ต ๊ธฐ๋ฐ ์์จ์ฃผํ์๋์ฐจ'์ธ AWS DeepRacer๋ฅผ ํ์ฉํ ์ฐ๊ตฌ๋ฌผ๋ค์ ์ ์ฅํฉ๋๋ค. AWS SageMaker ๋ฐ AWS RoboMaker๋ฅผ ํ์ฉํ AWS DeepRacer ํ๋ก์ ํธ ๊ด๋ จ๋ ํ์ผ๋ค์ด ์ ๋ก๋ ๋ ์์ ์ ๋๋ค. :)
-RL-Value_based_summariaztion
์ด ์ ์ฅ์๋ DQN, DRQN, PER, Rainbow DQN๊ณผ ๊ฐ์ value-based RL ์๊ณ ๋ฆฌ์ฆ๋ค์ ์ ๋ฆฌํ๊ณ ์ง์ ๊ตฌํํ ์์ค์ฝ๋๋ฅผ ๊ณต์ ํฉ๋๋ค.
amazon-sagemaker-examples
Example notebooks that show how to apply machine learning and deep learning in Amazon SageMaker
reinforcement-learning
Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.
aws-robomaker-sample-application-deepracer
Use AWS RoboMaker and demonstrate running a simulation which trains a reinforcement learning (RL) model to drive a car around a track
DeepRL-Tutorials
Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch
-RL-ReviewPapers
This is a repository for reviewing some interesting RL papers.
TensorFlow-Tutorials
ํ ์ํ๋ก์ฐ๋ฅผ ๊ธฐ์ด๋ถํฐ ์์ฉ๊น์ง ๋จ๊ณ๋ณ๋ก ์ฐ์ตํ ์ ์๋ ์์ค ์ฝ๋๋ฅผ ์ ๊ณตํฉ๋๋ค
MARL-Papers
Paper list of multi-agent reinforcement learning (MARL)
DeepRL-Tutorials
Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch
MARL-Papers
Paper list of multi-agent reinforcement learning (MARL)
Reinforcement-learning-with-tensorflow
Simple Reinforcement learning tutorials
tensorflow-reinforce
Implementations of Reinforcement Learning Models in Tensorflow
-RL-PolicyGradient_summarization
์ด ์ ์ฅ์๋ ๊ฐํํ์ต์ ํ์ต ๋ฐฉ๋ฒ ์ค ํ๋์ธ ์ ์ฑ ๊ฒฝ์ฌ(policy gradient)์ ๋ํ ๋ฐฉ๋ฒ๋ก ์ ์ ๋ฆฌํฉ๋๋ค.
-Review-Multi-Agent-Actor-Critic-for-Mixed-Cooperative-Competitive-Environment
[Review] Multi-Agent Actor-Critic for Mixed Cooperative-Competitive Environment
-RL-DeepQNetwork_Cartpole
์ด ์ ์ฅ์๋ OpenAI gym์ cartpole ํ๊ฒฝ์ Deep Q Network๋ฅผ ํ์ฉํด ํ์ตํ๋ ์ฝ๋๋ฅผ ๋ด๊ณ ์์ต๋๋ค.
-RL-Deep_Q_Network
This repository describes the 'Deep Q-Network'. For the improved algorithms, 'Dueling DQN', which divide the action-value function (Q(s, a)) into advantage function (A(a)) and state-value function (v(s)) and 'Double DQN', which has two neural network (primary NN and target NN) will be uploaded as well.
-RL-Double_Dueling_DQN
This repository implements the 'double dueling DQN', which extends the DQN.
-RL-My_IEEE_Journal_Imple.-DDPG-
This repository contains my work submitted to IEEE Transactions on Vehicular Technology (TVT). The journal is about 'proactive caching policy learning in mmWave vehicular networks' with DDPG. Some part of the contents will be uploaded after submission.