Ujava.org reinforcement-learning

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  1. 1. Reinforcement Learning ujava.org Workshop 2015-06-27 www.idosi.com CEO Shindong KANG ()
  2. 2. www.idosi.comujava.org
  3. 3. www.idosi.comspaceapi.org
  4. 4. www.idosi.comReinforcement Learning for Brick Game
  5. 5. www.idosi.comReinforcement Learning for Brick Game
  6. 6. www.idosi.comTo Flip Pancake
  7. 7. www.idosi.comCrawling Robot on Carpet
  8. 8. www.idosi.comPavlov's Dog
  9. 9. www.idosi.comPavlov
  10. 10. www.idosi.comReinforcement ()
  11. 11. www.idosi.comMarkov Chain
  12. 12. www.idosi.comMarkov Process
  13. 13. www.idosi.comMarkov Decision Process (MDP))
  14. 14. www.idosi.comNon-Deterministic Search
  15. 15. www.idosi.comGrid World
  16. 16. www.idosi.comGoal
  17. 17. www.idosi.comAction
  18. 18. www.idosi.comMDP
  19. 19. www.idosi.comMarkov Property
  20. 20. www.idosi.comPolicy
  21. 21. www.idosi.comOptimal Policy
  22. 22. www.idosi.comRacing's Probability
  23. 23. www.idosi.comRacing's Reward
  24. 24. www.idosi.comSearch Tree
  25. 25. www.idosi.comQ-state
  26. 26. www.idosi.comDiscounting
  27. 27. www.idosi.comDiscounting
  28. 28. www.idosi.comPolicy with Discouting
  29. 29. www.idosi.comDiscouting Factor
  30. 30. www.idosi.comDiscouting Factor
  31. 31. www.idosi.comDiscouting Factor
  32. 32. www.idosi.comReinforcement
  33. 33. www.idosi.comSum of Rewards
  34. 34. www.idosi.comOptimal Quantities
  35. 35. www.idosi.comValues of States
  36. 36. www.idosi.comMDP
  37. 37. www.idosi.comMDP
  38. 38. www.idosi.comMDP
  39. 39. www.idosi.comMDP
  40. 40. www.idosi.comMDP
  41. 41. www.idosi.comMDP
  42. 42. www.idosi.comMDP
  43. 43. www.idosi.comMDP
  44. 44. www.idosi.comReinforcement Learning
  45. 45. www.idosi.comMDP of all infos
  46. 46. www.idosi.comRL of no infos
  47. 47. www.idosi.comMDP vs. RL
  48. 48. www.idosi.comModel-Based Learning (RL)
  49. 49. www.idosi.comObserved Episodes
  50. 50. www.idosi.comLearned Model
  51. 51. www.idosi.comDirect Evaluation
  52. 52. www.idosi.comProblems with Direct Evaluation
  53. 53. www.idosi.comTemporal Difference Learning
  54. 54. www.idosi.comTemporal Difference Learning
  55. 55. www.idosi.comTemporal Difference Learning
  56. 56. www.idosi.comExpoential Moving Average
  57. 57. www.idosi.comQ-Value Iteration
  58. 58. www.idosi.comQ-Learning
  59. 59. www.idosi.comQ-Learning Demo
  60. 60. Thank you ! () Intelligent City Ltd. Shindong KANG www.idosi.com [email protected]

Hybrid Reinforcement Learning and Its Application to Biped ...papers.nips.cc/paper/1434-hybrid-reinforcement-learning...module reinforcement: r(t) 1-----10( decision of k Figure 3:

Hybrid Reinforcement Learning and Its Application to Biped ...papers.nips.cc/paper/1434-hybrid-reinforcement-learning...module reinforcement: r(t) 1-----10( decision of k Figure 3:

Reinforcement Learning - inf.ufsc.br › ~mauro.roisenberg › ine5377 › Cursos-ICA › TAIC-ap… · Reinforcement Learning – Curso Tópicos Avançados ICA/DEE-PUC-Rio Karla

Reinforcement Learning - inf.ufsc.br › ~mauro.roisenberg › ine5377 › Cursos-ICA › TAIC-ap… · Reinforcement Learning – Curso Tópicos Avançados ICA/DEE-PUC-Rio Karla

Reinforcement Learning 2 - cs.uni-potsdam.de · Universität Potsdam Institut für Informatik Lehrstuhl Maschinelles Lernen Reinforcement Learning 2 Uwe Dick

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Introduction to Deep Reinforcement Learningwnzhang.net/teaching/cs420/slides/13-deep-rl.pdf · 2020-06-08 · Deep Reinforcement Learning •Deep Reinforcement Learning •leverages

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1 Einführung in das Reinforcement Learning DFG-Forschungsprojekt Einführung in das Reinforcement- Learning.

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Optimizing Dialogue Management with Reinforcement Learning

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Reinforcement Learning in der Modellfahrzeugnavigationubicomp/projekte/master2009... · Reinforcement Learning in der Modellfahrzeugnavigation von Manuel Trittel Informatik HAW Hamburg

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Deep Reinforcement Learning for Crazyhouse · Deep Reinforcement Learning for Crazyhouse MasterthesisbyJohannesCzech Dateofsubmission:December30,2019 1.Review:Prof.Dr.KristianKersting

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Safe and Efficient Off-Policy Reinforcement Learning

Safe and Efficient Off-Policy Reinforcement Learning

Reinforcement Learning Kurvendurchfahrtxubicomp/projekte/master08... · Thema Einsatz von Reinforcement Learning in der Modellfahrzeugnavigation Konkreter Anwendungsfall: Einführung

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Meger ősítéses Tanulás = Reinforcement Learning (RL)

Meger ősítéses Tanulás = Reinforcement Learning (RL)

[한국어] Neural Architecture Search with Reinforcement Learning

[한국어] Neural Architecture Search with Reinforcement Learning

Jugadores Automáticos basados en Deep Reinforcement Learning

Jugadores Automáticos basados en Deep Reinforcement Learning

Apprendimento per rinforzo Reinforcement Learning.

Apprendimento per rinforzo Reinforcement Learning.

Reinforcement Learning Das Reinforcement Learning-Problem Alexander Schmid.

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Dueling network architectures for deep reinforcement learning

Dueling network architectures for deep reinforcement learning

강화 학습 기초 Reinforcement Learning an introduction

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ujava.org workshop : Reinforcement Learning with Thompson Sampling

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Reinforcement Learning - Algorytmy · Institute of Computing Science Poznan University of Technology Reinforcement Learning Algorytmy Michał Kempka April 9, 2018

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Statistical Foundations of Reinforcement Learning: III

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