Google DeepMind's Deep Q-learning playing Atari Breakout
Google DeepMind created an artificial intelligence program using deep reinforcement learning that plays Atari games and improves itself to a superhuman level. It is capable of playing many Atari games and uses a combination of deep artificial neural networks and reinforcement learning. After presenting their initial results with the algorithm, Google almost immediately acquired the company for several hundred million dollars, hence the name Google DeepMind. Please enjoy the footage and let me know if you have any questions regarding deep learning!
______________________
Recommended for you:
1. How DeepMind's AlphaGo Defeated Lee Sedol - https://www.youtube.com/watch?v=a-ovvd_ZrmA&index=58&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e
2. How DeepMind Conquered Go With Deep Learning (AlphaGo) - https://www.youtube.com/watch?v=IFmj5M5Q5jg&index=42&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e
3. Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays -
https://www.youtube.com/watch?v=Ih8EfvOzBOY&index=14&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e
Subscribe if you would like to see more content like this: http://www.youtube.com/subscription_center?add_user=keeroyz
- Original DeepMind code: https://sites.google.com/a/deepmind.com/dqn/
- Ilya Kuzovkin's fork with visualization:
https://github.com/kuz/DeepMind-Atari-Deep-Q-Learner
- This patch fixes the visualization when reloading a pre-trained network. The window will appear after the first evaluation batch is done (typically a few minutes):
http://cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2015/03/train_agent.patch
- This configuration file will run Ilya Kuzovkin's version with less than 1GB of VRAM:
http://cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2015/03/run_gpu
- The original Nature paper on this deep learning technique is available here:
http://www.nature.com/nature/journal/v518/n7540/full/nature14236.html
- And some mirrors that are not behind a paywall:
http://www.cs.swarthmore.edu/~meeden/cs63/s15/nature15b.pdf
http://diyhpl.us/~nmz787/pdf/Human-level_control_through_deep_reinforcement_learning.pdf
Web → https://cg.tuwien.ac.at/~zsolnai/
Twitter → https://twitter.com/karoly_zsolnai
Видео Google DeepMind's Deep Q-learning playing Atari Breakout канала Two Minute Papers
______________________
Recommended for you:
1. How DeepMind's AlphaGo Defeated Lee Sedol - https://www.youtube.com/watch?v=a-ovvd_ZrmA&index=58&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e
2. How DeepMind Conquered Go With Deep Learning (AlphaGo) - https://www.youtube.com/watch?v=IFmj5M5Q5jg&index=42&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e
3. Google DeepMind's Deep Q-Learning & Superhuman Atari Gameplays -
https://www.youtube.com/watch?v=Ih8EfvOzBOY&index=14&list=PLujxSBD-JXgnqDD1n-V30pKtp6Q886x7e
Subscribe if you would like to see more content like this: http://www.youtube.com/subscription_center?add_user=keeroyz
- Original DeepMind code: https://sites.google.com/a/deepmind.com/dqn/
- Ilya Kuzovkin's fork with visualization:
https://github.com/kuz/DeepMind-Atari-Deep-Q-Learner
- This patch fixes the visualization when reloading a pre-trained network. The window will appear after the first evaluation batch is done (typically a few minutes):
http://cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2015/03/train_agent.patch
- This configuration file will run Ilya Kuzovkin's version with less than 1GB of VRAM:
http://cg.tuwien.ac.at/~zsolnai/wp/wp-content/uploads/2015/03/run_gpu
- The original Nature paper on this deep learning technique is available here:
http://www.nature.com/nature/journal/v518/n7540/full/nature14236.html
- And some mirrors that are not behind a paywall:
http://www.cs.swarthmore.edu/~meeden/cs63/s15/nature15b.pdf
http://diyhpl.us/~nmz787/pdf/Human-level_control_through_deep_reinforcement_learning.pdf
Web → https://cg.tuwien.ac.at/~zsolnai/
Twitter → https://twitter.com/karoly_zsolnai
Видео Google DeepMind's Deep Q-learning playing Atari Breakout канала Two Minute Papers
Показать
Комментарии отсутствуют
Информация о видео
Другие видео канала
![MarI/O - Machine Learning for Video Games](https://i.ytimg.com/vi/qv6UVOQ0F44/default.jpg)
![Google's DeepMind AI Just Taught Itself To Walk](https://i.ytimg.com/vi/gn4nRCC9TwQ/default.jpg)
![Neural Network Learns to Play Snake](https://i.ytimg.com/vi/zIkBYwdkuTk/default.jpg)
![atari - DQN reinforcement learning experiments](https://i.ytimg.com/vi/rQIShnTz1kU/default.jpg)
![AlphaZero vs AlphaZero || THE PERFECT GAME](https://i.ytimg.com/vi/mOqmLYlFdBo/default.jpg)
![Google's self-learning AI AlphaZero masters chess in 4 hours](https://i.ytimg.com/vi/0g9SlVdv1PY/default.jpg)
![This Superhuman Poker AI Was Trained in 20 Hours](https://i.ytimg.com/vi/u90TbxK7VEA/default.jpg)
![Elon Musk on Google DeepMind | Artificial Intelligence!](https://i.ytimg.com/vi/MuWWZ91-G6w/default.jpg)
![DeepMind’s AlphaStar Beats Humans 10-0 (or 1)](https://i.ytimg.com/vi/DMXvkbAtHNY/default.jpg)
![AlphaGo - The Movie | Full Documentary](https://i.ytimg.com/vi/WXuK6gekU1Y/default.jpg)
![DeepMind Made A Superhuman AI For 57 Atari Games! 🕹](https://i.ytimg.com/vi/dJ4rWhpAGFI/default.jpg)
![An introduction to Reinforcement Learning](https://i.ytimg.com/vi/JgvyzIkgxF0/default.jpg)
![This AI Does Nothing In Games…And Still Wins!](https://i.ytimg.com/vi/u5wtoH0_KuA/default.jpg)
![Machine Learning Zero to Hero (Google I/O'19)](https://i.ytimg.com/vi/VwVg9jCtqaU/default.jpg)
![Google Deep Mind AI Alpha Zero Devours Stockfish](https://i.ytimg.com/vi/lb3_eRNoH_w/default.jpg)
![This AI Learned To Animate Humanoids🚶](https://i.ytimg.com/vi/cTqVhcrilrE/default.jpg)
![This Canadian Genius Created Modern AI](https://i.ytimg.com/vi/l9RWTMNnvi4/default.jpg)
![[Classic] Playing Atari with Deep Reinforcement Learning (Paper Explained)](https://i.ytimg.com/vi/rFwQDDbYTm4/default.jpg)
![OpenAI Plays Hide and Seek…and Breaks The Game! 🤖](https://i.ytimg.com/vi/Lu56xVlZ40M/default.jpg)
![StarCraft 2: AlphaStar (Artificial Intelligence) vs Grand Master League!](https://i.ytimg.com/vi/VsJpWZj9jl0/default.jpg)