Reinforcement Learning Policies and Learning Algorithms

This video provides an introduction to the algorithms that reside within the agent. We’ll cover why we use neural networks to represent functions and why you may have to set up two neural networks in a powerful family of methods called actor-critic. Watch our full video series about Reinforcement Learning: https://youtube.com/playlist?list=PLn8PRpmsu08qw_IwpgVNsKiJQpvvW0MmM By the end of this series, you’ll be better prepared to answer questions like: - What is reinforcement learning and why should I consider it when solving my control problem? - How do I set up and solve the reinforcement learning problem? - What are some of the benefits and drawbacks of reinforcement learning compared to a traditional controls approach? Artificial intelligence, machine learning, deep neural networks. These are terms that can spark your imagination of a future where robots are thinking and evolving creatures. Check out these other resources: - Reinforcement Learning by Sutton and Barto: http://bit.ly/2HAYbb4 - Reinforcement Learning Toolbox: https://bit.ly/2YjuAYa - RL course by David Silver: https://youtu.be/2pWv7GOvuf0 - 3B1B videos on neural networks: http://bit.ly/2WRmaq9 - Michael Neilson’s blog: Follow up: http://bit.ly/2WMUtP1 - A nice write up on policy gradient algorithms and the policy gradient theorem by Lilian Weng: http://bit.ly/2WP6bIS - A paper motivating the usefulness of deep neural networks: http://bit.ly/2WI591o - Brendan Fortuner’s blog: https://bit.ly/4gENTm9 Check out the individual videos in the series: • What Is Reinforcement Learning?: https://youtu.be/pc-H4vyg2L4 • Understanding the Environment and Rewards: https://youtu.be/0ODB_DvMiDI • Policies and Learning Algorithms: https://youtu.be/7cF3VzP5EDI • The Walking Robot Problem: https://youtu.be/Wypc1a-1ZYA • Overcoming the Practical Challenges: https://youtu.be/zHV3UcH-nr0 • An Introduction to Multi-Agent Reinforcement Learning: https://youtu.be/qgb0gyrpiGk • Why Choose Model-Based Reinforcement Learning?: https://youtu.be/ztT2ZLWTfXw -------------------------------------------------------------------------------------------------------- Get a free product Trial: https://goo.gl/ZHFb5u Learn more about MATLAB: https://goo.gl/8QV7ZZ Learn more about Simulink: https://goo.gl/nqnbLe See What's new in MATLAB and Simulink: https://goo.gl/pgGtod © 2019 The MathWorks, Inc. MATLAB and Simulink are registered trademarks of The MathWorks, Inc. See www.mathworks.com/trademarks for a list of additional trademarks. Other product or brand names may be trademarks or registered trademarks of their respective holders.