The Markov Decision Process is the formal description of the Reinforcement Learning problem. It includes concepts like states, actions, rewards, and how an agent makes decisions based on a given policy. So, what Reinforcement Learning algorithms do is to find optimal solutions to Markov Decision Processes.
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Because it is a fundamental concept in the Reinforcement Learning domain, we selected more than 40 resources about Markov Decision Process, including blog posts, books, and videos. Check the links below.
Blog Posts
- Reinforcement Learning Demystified: Markov Decision Processes (Part 1)
- Reinforcement Learning Demystified: Markov Decision Processes (Part 2)
- RL part 3. Markov Decision Process, policy, Bellman Optimality Equation.
- AN INTRODUCTION TO REINFORCEMENT LEARNING – I :: MARKOV DECISION PROCESSES
- Markov Decision Processes, by Applied Probability Notes
- Markov Decision Process for Tic Tac Toe
- Self Learning AI-Agents Part I: Markov Decision Processes
- Getting Started with Markov Decision Processes: Reinforcement Learning
- Understanding Markov Decision Processes
- Markov chains and Markov Decision process
- Not-So-Deep Reinforcement Learning for dummies — Part 2
- Markov Decision process
Books
- Markov Decision Processes: Discrete Stochastic Dynamic Programming
- Continuous-Time Markov Decision Processes
- Planning with Markov Decision Processes: An AI Perspective
- Markov Decision Processes in Practice
- Constrained Markov Decision Processes
- Reinforcement Learning, an Introduction
Videos
https://www.youtube.com/watch?v=my207WNoeyA
https://www.youtube.com/watch?v=Jk2V9yA82YU
https://www.youtube.com/watch?v=BxIG76-C37k
https://www.youtube.com/watch?v=Jw3ZnWFjDfM
https://www.youtube.com/watch?v=dkBZ9YKuOVA
https://www.youtube.com/watch?v=lfHX2hHRMVQ
https://www.youtube.com/watch?v=hMbxmRyDw5M
https://www.youtube.com/watch?v=Oxqwwnm_x0s
https://www.youtube.com/watch?v=Csiiv6WGzKM
https://www.youtube.com/watch?v=mNGVkKeMUtc
https://www.youtube.com/watch?v=IkbkEtOOC1Y
https://www.youtube.com/watch?v=ZulMqrvP-Pk
https://www.youtube.com/watch?v=HIMxdWDLEK8
https://www.youtube.com/watch?v=1GoxbgSQwfM
https://www.youtube.com/watch?v=g2GnL8MVHHc
https://www.youtube.com/watch?v=KovN7WKI9Y0
https://www.youtube.com/watch?v=DgRqxKt2DYE
https://www.youtube.com/watch?v=HmcyDQZbEFs
https://www.youtube.com/watch?v=jpmZp3eX-wI
https://www.youtube.com/watch?v=SWYceQpEVKM
https://www.youtube.com/watch?v=qkdB37Wq6tw
https://www.youtube.com/watch?v=7-HMYuMroak
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