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Reinforcement Learning Course: Intro to Advanced Actor Critic Methods

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Rating: 4.0; Vote: 1

Actor critic methods are used in machine learning. They are most useful for applications in robotics as they allow us to output continuous, rather than discrete actions. This enables control of electric motors to actuate movement in robotic systems, at the expense of increased computational complexity. - Code for the algorithms covered: - Actor Critic: https://github.com/philtabor/Youtube-Code-Repository/tree/master/ReinforcementLearning/PolicyGradient/actor_critic/tensorflow2 - Deep Deterministic Policy Gradients (DDPG): https://github.com/philtabor/Youtube-Code-Repository/tree/master/ReinforcementLearning/PolicyGradient/DDPG/tensorflow2/pendulum - Twin Delayed Deep Deterministic Policy Gradients (TD3): https://github.com/philtabor/Youtube-Code-Repository/tree/master/ReinforcementLearning/PolicyGradient/TD3/tf2 - Proximal Policy Optimization (PPO): https://github.com/philtabor/Youtube-Code-Repository/tree/master/ReinforcementLearning/PolicyGradient/PPO/torch - Soft Actor Critic (SAC): https://github.com/philtabor/Youtube-Code-Repository/tree/master/ReinforcementLearning/PolicyGradient/SAC/tf2 - Asynchronous Advantage Actor Critic (A3C): https://github.com/philtabor/Youtube-Code-Repository/tree/master/ReinforcementLearning/PolicyGradient/A3C/pytorch -- Course from Phil Tabor. For more deep reinforcement learning tutorials check out his channel at: https://www.youtube.com/machinelearningwithphil
Date: 2022-03-14

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Comments and reviews: 2

Kiran
This is why the computer science and software engg field is so successful and growing so quickly. We keep everything open source and freely available to anyone willing to learn. That-s so rare these days. There are so many other fields that lock up their knowledge in university courses and paywalls.
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David
Poor presentation because you're out of touch with viewer constraints.
Text and code is often small and blurry at 360P and I've seen many
clearer videos at 360P. It's a huge waste of bandwidth to watch this at
720P or higher.
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