Difference between revisions of "Advanced Actor Critic (A2C)"

From
Jump to: navigation, search
m (Text replacement - "http:" to "https:")
 
(4 intermediate revisions by the same user not shown)
Line 5: Line 5:
 
|description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools  
 
|description=Helpful resources for your journey with artificial intelligence; videos, articles, techniques, courses, profiles, and tools  
 
}}
 
}}
[http://www.youtube.com/results?search_query=Advanced+A2C+Actor+Critic+Reinforcement+Machine+Learning YouTube search...]
+
[https://www.youtube.com/results?search_query=Advanced+A2C+Actor+Critic+Reinforcement+Machine+Learning YouTube search...]
[http://www.google.com/search?q=Advanced+A2C+Actor+Critic+Reinforcement+Machine+Learning ...Google search]
+
[https://www.google.com/search?q=Advanced+A2C+Actor+Critic+Reinforcement+Machine+Learning ...Google search]
  
* [[Reinforcement Learning (RL)]]:
+
* [[Reinforcement Learning (RL)]]
 
** [[Monte Carlo]] (MC) Method - Model Free Reinforcement Learning
 
** [[Monte Carlo]] (MC) Method - Model Free Reinforcement Learning
 
** [[Markov Decision Process (MDP)]]
 
** [[Markov Decision Process (MDP)]]
 +
** [[State-Action-Reward-State-Action (SARSA)]]
 
** [[Q Learning]]
 
** [[Q Learning]]
** [[State-Action-Reward-State-Action (SARSA)]]
+
*** [[Deep Q Network (DQN)]]
 
** [[Deep Reinforcement Learning (DRL)]] DeepRL
 
** [[Deep Reinforcement Learning (DRL)]] DeepRL
 
** [[Distributed Deep Reinforcement Learning (DDRL)]]
 
** [[Distributed Deep Reinforcement Learning (DDRL)]]
** [[Deep Q Network (DQN)]]
 
 
** [[Evolutionary Computation / Genetic Algorithms]]
 
** [[Evolutionary Computation / Genetic Algorithms]]
 
** [[Actor Critic]]
 
** [[Actor Critic]]
 +
*** [[Asynchronous Advantage Actor Critic (A3C)]]
 
*** Advanced Actor Critic (A2C)
 
*** Advanced Actor Critic (A2C)
*** [[Asynchronous Advantage Actor Critic (A3C)]]
 
 
*** [[Lifelong Latent Actor-Critic (LILAC)]]
 
*** [[Lifelong Latent Actor-Critic (LILAC)]]
 
** [[Hierarchical Reinforcement Learning (HRL)]]
 
** [[Hierarchical Reinforcement Learning (HRL)]]
* [http://towardsdatascience.com/advanced-reinforcement-learning-6d769f529eb3 Beyond DQN/A3C: A Survey in Advanced Reinforcement Learning | Joyce Xu - Towards Data Science]
+
 
 +
* [https://towardsdatascience.com/advanced-reinforcement-learning-6d769f529eb3 Beyond DQN/A3C: A Survey in Advanced Reinforcement Learning | Joyce Xu - Towards Data Science]
 
* [[Policy Gradient (PG)]]
 
* [[Policy Gradient (PG)]]
 +
* [[Proximal Policy Optimization (PPO)]]
 +
 +
 +
A2C produces comparable performance to [[Asynchronous Advantage Actor Critic (A3C)]] while being more efficient. A2C is like A3C but without the asynchronous part; this means a single-worker variant of the A3C. [https://towardsdatascience.com/understanding-actor-critic-methods-931b97b6df3f Understanding Actor Critic Methods and A2C | Chris Yoon - Towards Data Science]
  
A2C produces comparable performance to [[Asynchronous Advantage Actor Critic (A3C)]] while being more efficient. A2C is like A3C but without the asynchronous part; this means a single-worker variant of the A3C. [http://towardsdatascience.com/understanding-actor-critic-methods-931b97b6df3f Understanding Actor Critic Methods and A2C | Chris Yoon - Towards Data Science]
 
  
 
<youtube>GlwgeUmhWIM</youtube>
 
<youtube>GlwgeUmhWIM</youtube>

Latest revision as of 19:29, 27 March 2023