Reinforcement Learning

[NHN FORWARD 2020] 강화 학습 기초: #1 강화 학습 이해하기
https://youtu.be/zDeoFirf9q8?feature=shared

[NHN FORWARD 2020] 강화 학습 기초: #2 Value-Based 강화 학습 이해하기
https://youtu.be/0g2Ph5_hkVU?feature=shared

[NHN FORWARD 2020] 강화 학습 기초: #3 Value Function 근사 방법
https://youtu.be/9Na1cuvPOQA?feature=shared

[NHN FORWARD 2020] 강화 학습 기초: #4 Policy-Based 강화 학습 이해하기
https://youtu.be/1XRotutEOJQ?feature=shared

[강화학습 1강] 강화학습 introduction
https://youtu.be/wYgyiCEkwC8?feature=shared

[강화학습 2강] Markov Decision Process
https://youtu.be/NMesGSXr8H4?feature=shared

[강화학습 3강] Planning by Dynamic Programming
https://youtu.be/rrTxOkbHj-M?feature=shared

[강화학습 4강] Model Free Prediction
https://youtu.be/47FyZtBRglI?feature=shared

[강화학습 5강] Model Free Control
https://youtu.be/2h-FD3e1YgQ?feature=shared

[강화학습 6강] Value Function Approximation
https://youtu.be/71nH1BUjhNw?feature=shared

[강화학습 7강] Policy Gradient
https://youtu.be/2YFBordM1fA?feature=shared

[강화학습 8강] Integrating Learning and Planning
https://youtu.be/S216ZLuCdM0?feature=shared

[강화학습 9강] Exploration and Exploitation
https://youtu.be/nm6RwuA_pGE?feature=shared

[강화학습 10강] Classic Games
https://youtu.be/C5_2v4pRc5c?feature=shared

[쉽게 읽는 강화학습 논문] 알파고 논문리뷰 1편
https://youtu.be/SRVx2DFu_tY?feature=shared

[쉽게 읽는 강화학습 논문] 알파고 논문리뷰 2편
https://youtu.be/a4H-P10pVz4?feature=shared

쉽게 읽는 강화학습 논문] 알파고 논문리뷰 3편
https://youtu.be/oBw_176vH6k?feature=shared

[쉽게 읽는 강화학습 논문 2화] 알파고 제로(Zero) 논문 리뷰
https://youtu.be/CgOGKChwWrw?feature=shared

[쉽게 읽는 강화학습 논문 3화] DQN 논문 리뷰
https://youtu.be/eJXQKEtPvhY?feature=shared

[쉽게읽는 강화학습 논문 4화] A3C 논문 리뷰
https://youtu.be/lfaaGQcQ2FE?feature=shared

[쉽게읽는 강화학습 논문 5화] TRPO 논문 리뷰
https://youtu.be/XBO4oPChMfI?feature=shared

[쉽게읽는 강화학습 논문 6화] PPO 논문 리뷰
https://youtu.be/L-QYXtJmXrc?feature=shared

[쉽게읽는 강화학습 논문 7] 알파 스타 논문리뷰
https://youtu.be/6Thu5vlDc6Y?feature=shared

[쉽게구현하는 강화학습 1화] Policy Gradient - REINFORCE와 Actor-Critic 구현하기!
https://youtu.be/12pXaP8KPbE?feature=shared

[쉽게구현하는 강화학습 2화] DQN 알고리즘 구현!
https://youtu.be/__NYgfkUr-M?feature=shared

[구현 3] PPO 알고리즘(Proximal Policy Optimization)
https://youtu.be/l1CZQWBkdcY?feature=shared

가장 쉬운 KL Divergence 완전정복!
https://youtu.be/Dc0PQlNQhGY?feature=shared

[ICML 2018] Reinforcement learning
https://youtu.be/VYvtqXsdoyE?feature=shared

Introduction of Deep Reinforcement Learning
https://youtu.be/dw0sHzE1oAc?feature=shared

[Paper Review] Introduction of Reinforcement Learning
https://youtu.be/0jhhyl7pVqc?feature=shared

[Open DMQA Seminar] Research Trend of Deep Reinforcement Learning
https://youtu.be/dQAa3mr0Bw0?feature=shared

[DMQA Open Seminar] Value-Based Reinforcement Learning
https://youtu.be/wQ1WK0adVP8?feature=shared

[DMQA Open Seminar] State Representation Learning for Reinforcement Learning
https://youtu.be/L4IHpU-AHKU?feature=shared

[Open DMQA Seminar] Introduction to Policy Gradient
https://youtu.be/6cZJb371yFs?feature=shared

[DMQA OpenSeminar] Unsupervised Reinforcement Learning - in the Multiverse of Downstream Tasks (수정)
https://youtu.be/loPUQ5Gy3PY?feature=shared

[2017 openAI] Proximal Policy Optimization Algorithms
https://youtu.be/bfkbNL-kGp4?feature=shared

[2020 ICLR] Reinforced Genetic Algorithm Learning for Optimizing Computation Graphs
https://youtu.be/fs4J2Oq0nkg?feature=shared

PR-031: Learning to learn by gradient descent by gradient descent
https://youtu.be/p55H46RiZ6k?feature=shared

혁펜하임의 “트이는” 강화 학습 (Reinforcement learning)
https://youtu.be/cvctS4xWSaU?feature=shared

오승상 강화학습 01 DRL Introduction
https://youtu.be/HXIbrL-glpU?feature=shared

 

프로그래머를 위한 강화학습
https://youtu.be/qA6nlFxBhGw?feature=shared

모두를 위한 RL 강좌
https://youtu.be/dZ4vw6v3LcA?feature=shared

강화학습 활용 - 막대 중심잡기 (OpenAI Gym, Cartpole, Reinforcement Learning)
https://youtu.be/QFvsErhBawQ?feature=shared

머신러닝과 파이썬 01: 상미분, 오일러 기법 및 RK4 예측 성능 비교 (ODE, Euler Method, 4th Runge-Kutta)
https://youtu.be/T7lIiH9o1lI?feature=shared

머신러닝과 파이썬 01: 상미분, ODE(Ordinary differential equations)의 이해
https://youtu.be/M7-PCZTMwbM?feature=shared

[2022 AI연구원 가을 콜로키움] 효율적 탐색을 위한 강화학습 알고리즘 ( 오민환 / 서울대 데이터사이언스대학원 교수)
https://www.youtube.com/live/6m7SHphes4E?feature=shared

RLKorea
https://www.youtube.com/@rlkorea341/featured