MAI4CAREU - Machine Learning: Markov Decision Processes and Dynamic Programming
The University of Cyprus's MSc Artificial Intelligence is part of the Master programmes in Artificial Intelligence 4 Careers in Europe (MAI4CAREU). One of Master's programme's courses, MAI612 - Machine Learning is split up into several lectures. Taught by Vassilis Vassiliades, PhD, the seventeenth lecture of the MAI612 - Machine Learning course focuses on Markov Decision Processes and Dynamic Programming.
Learning outcomes
- How to formalize the RL problem using the framework of Markov Decision Processes (MDPs)
- What value functions are and how they relate with the objectives in an MDP
- Two classes of RL problems: prediction and control
- How to use the Bellman Equations to solve RL problems
- Dynamic programming and the value iteration and policy iteration algorithms for finding solutions to MDPs
Learning content
Target audience
Digital skills for ICT professionals and other digital experts.
Digital skill level
Geographic scope - Country
Austria
Belgium
Bulgaria
Cyprus
Romania
Slovenia
Croatia
Czech republic
Denmark
Estonia
Finland
France
Germany
Greece
Hungary
Italy
Ireland
Malta
Latvia
Lithuania
Luxembourg
Netherlands
Portugal
Poland
Sweden
Spain
Slovakia
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