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Reinforcement Learning Workshop for Intelligent City Ltd

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신동 강
신동 강

This document contains information from a reinforcement learning workshop presented by Intelligent City Ltd. and its CEO Shindong Kang. It discusses key concepts in reinforcement learning like Markov decision processes, temporal difference learning, Q-learning, and their applications to problems like games, robotics, and Pavlov's dog experiment. The workshop materials cover topics such as modeling decision making problems as MDPs, solving MDPs using dynamic programming, model-based and model-free reinforcement learning techniques, and Q-learning as an off-policy temporal difference method.

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Reinforcement Learning ujava.org Workshop 2015-06-27 www.idosi.com CEO 강신동 Shindong KANG (주)지능도시
www.idosi.comujava.org
www.idosi.comspaceapi.org
www.idosi.comReinforcement Learning for Brick Game
www.idosi.comReinforcement Learning for Brick Game
www.idosi.comTo Flip Pancake
www.idosi.comCrawling Robot on Carpet
www.idosi.comPavlov's Dog
www.idosi.comPavlov
www.idosi.comReinforcement (강화)
www.idosi.comMarkov Chain
www.idosi.comMarkov Process
www.idosi.comMarkov Decision Process (MDP))
www.idosi.comNon-Deterministic Search
www.idosi.comGrid World
www.idosi.comGoal
www.idosi.comAction
www.idosi.comMDP
www.idosi.comMarkov Property
www.idosi.comPolicy
www.idosi.comOptimal Policy
www.idosi.comRacing's Probability
www.idosi.comRacing's Reward
www.idosi.comSearch Tree
www.idosi.comQ-state
www.idosi.comDiscounting
www.idosi.comDiscounting
www.idosi.comPolicy with Discouting
www.idosi.comDiscouting Factor
www.idosi.comDiscouting Factor
www.idosi.comDiscouting Factor
www.idosi.comReinforcement
www.idosi.comSum of Rewards
www.idosi.comOptimal Quantities
www.idosi.comValues of States
www.idosi.comMDP
www.idosi.comMDP
www.idosi.comMDP
www.idosi.comMDP
www.idosi.comMDP
www.idosi.comMDP
www.idosi.comMDP
www.idosi.comMDP
www.idosi.comReinforcement Learning
www.idosi.comMDP of all infos
www.idosi.comRL of no infos
www.idosi.comMDP vs. RL
www.idosi.comModel-Based Learning (RL)
www.idosi.comObserved Episodes
www.idosi.comLearned Model
www.idosi.comDirect Evaluation
www.idosi.comProblems with Direct Evaluation
www.idosi.comTemporal Difference Learning
www.idosi.comTemporal Difference Learning
www.idosi.comTemporal Difference Learning
www.idosi.comExpoential Moving Average
www.idosi.comQ-Value Iteration
www.idosi.comQ-Learning
www.idosi.comQ-Learning Demo
Thank you ! (주)지능도시 Intelligent City Ltd. 강신동 Shindong KANG www.idosi.com ceo@idosi.com

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