Can you say in short what is “Reinforcement Learning” Reinforcement learningReinforcement learning occurs when you present the algorithmwith examples that lack labels, as in unsupervised learning.However, you can accompany an example with positive or nega-tive feedback according to the solution the algorithm proposes.Reinforcement learning is connected to applications for whichthe algorithm must make decisions (so the product is prescriptive,not just descriptive, as in unsupervised learning), and the deci-sions bear consequences. In the human world, it is just like learn-ing by trial and error. Errors help you learn because they have apenalty added (cost, loss of time, regret, pain, and so on), teachingyou that a certain course of action is less likely to succeed thanothers. An interesting example of reinforcement learning occurswhen computers learn to play video games by themselves.In this case, an application presents the algorithm with examplesof specific situations, such as having the gamer stuck in a mazewhile avoiding an enemy. The application lets the algorithmknow the outcome of actions it takes, and learning occurs whiletrying to avoid what it discovers to be dangerousto pursuesurvival. You can see how Google DeepMind created a reinforce-ment learning program that plays old Atari's videogames athttps://www.youtube.com/watch?v=VleYniJØRnk. When watch-ing the video, notice how the program is initially clumsy and un-skilled but steadily improves with training until it becomes achampion. The process is described as strong and weak points byRaia Hadsell, a senior research scientist on the Deep Learningteam at DeepMind, in an enlightening video from TEDx Talks athttps://www.youtube.com/watch?v=mqma6GpM7vM.¿

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Computer Engineering

Can you say in short what is “Reinforcement Learning”

Computer Networking: A Top-Down Approach (7th Edition)

7th Edition

ISBN:9780133594140

Author:James Kurose, Keith Ross

Publisher:James Kurose, Keith Ross

Chapter1: Computer Networks And The Internet

Section: Chapter Questions

Problem R1RQ: What is the difference between a host and an end system? List several different types of end...

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