عنوان فارسی مقاله: یک دوره سقوط در یادگیری تقویتی


عنوان انگلیسی مقاله:

A Crash Course in Reinforcement Learning




 

فهرست مطالب

A Crash Course in Reinforcement Learning
Outline
Learning To Act
RL at a glance
Acting in Action
Markov Decision Processes
Model Parameters: transition probabilities
Returns and discounting
RL Concepts
Policies and Values
Optimal Policies
The action value function
Model-Based Learning
Model-free Learning
Model-free Learning: What are the data?
Temporal Difference Learning
Model-Free Learning Example



بخشی از مقاله

Model-free Learning

Directly learn optimal policy π* (policy iteration) Directly learn optimal value function V*. Directly learn optimal action-value function Q*. All of these functions can be implemented in a neural network. NN learning = reinforcement learning



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کلمات کلیدی: 

Deep Reinforcement Learning: Pong from Pixels - Andrej Karpathy blogkarpathy.github.io/2016/05/31/rl/May 31, 2016 - This is a long overdue blog post on Reinforcement Learning (RL). RL is hot! You may have noticed that computers can now automatically learn ...CS 294 Deep Reinforcement Learning, Spring 2017rll.berkeley.edu/deeprlcourse/Instructors: Sergey Levine, John Schulman, Chelsea Finn. Lectures: Mondays and Wednesdays, 9:00am-10:30am in 306 Soda Hall. Office Hours: MW ...Algorithms of Reinforcement Learning: A new book by Csaba ...https://sites.ualberta.ca/~szepesva/RLBook.htmlCsaba Szepesvári: Algorithms for Reinforcement Learning.Deep Reinforcement Learning | DeepMindhttps://deepmind.com/blog/deep-reinforcement-learning/Jun 17, 2016 - This paradigm of learning by trial-and-error, solely from rewards or punishments, is known as reinforcement learning (RL). Also like a human, ...Simple Reinforcement Learning with Tensorflow Part 0: Q-Learning ...https://medium.com/.../simple-reinforcement-learning-with-tensorflow-part-0-q-learni...Aug 25, 2016 - For this tutorial in my Reinforcement Learning series, we are going to be exploring a family of RL algorithms called Q-Learning algorithms.Searches related to Reinforcement Learningreinforcement learning david silverreinforcement learning bookreinforcement learning coursereinforcement learning deep learningreinforcement learning examplereinforcement learning psychologyreinforcement learning algorithmsreinforcement learning q learning