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arcadelearningenvironment.org

The Arcade Learning Environment

We decided to concentrate all ALE-related resources on its GitHub repository. In case you want to download ALE's latest releases, raise an issue, or collaborate in the project, visit us at:. If you have any questions or comments about the ALE, please contact us through our mailing list. There are multiple other extensions/wrappers of the ALE. Two of the most famous ones are DeepMind's xitari. Later releases ( =0.5) are here.

http://www.arcadelearningenvironment.org/

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The Arcade Learning Environment | arcadelearningenvironment.org Reviews
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We decided to concentrate all ALE-related resources on its GitHub repository. In case you want to download ALE's latest releases, raise an issue, or collaborate in the project, visit us at:. If you have any questions or comments about the ALE, please contact us through our mailing list. There are multiple other extensions/wrappers of the ALE. Two of the most famous ones are DeepMind's xitari. Later releases ( =0.5) are here.
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The Arcade Learning Environment | arcadelearningenvironment.org Reviews

https://arcadelearningenvironment.org

We decided to concentrate all ALE-related resources on its GitHub repository. In case you want to download ALE's latest releases, raise an issue, or collaborate in the project, visit us at:. If you have any questions or comments about the ALE, please contact us through our mailing list. There are multiple other extensions/wrappers of the ALE. Two of the most famous ones are DeepMind's xitari. Later releases ( =0.5) are here.

INTERNAL PAGES

arcadelearningenvironment.org arcadelearningenvironment.org
1

» Demos The Arcade Learning Environment

http://www.arcadelearningenvironment.org/demos

The Arcade Learning Environment. Arcade Platform for General Artificial Intelligence development. Below you can find a video showing over 50 games currently supported in ALE (ALE 0.3 currently offers support for 61 games; additional games can easily be added). More demos can be found on the individual publication pages illustrating ideas and techniques used in those papers. April 24, 2015. Congratulations to the authors and thanks for sharing ALE with the world! Leave a Reply Cancel reply.

2

» Publications The Arcade Learning Environment

http://www.arcadelearningenvironment.org/publications

The Arcade Learning Environment. Arcade Platform for General Artificial Intelligence development. Additional details, videos and/or source code can be found by following the links for individual papers. M G Bellemare, Y. Naddaf, J. Veness and M. Bowling. “ The Arcade Learning Environment: An Evaluation Platform for General Agents. 8221; In Journal of Artificial Intelligence Research 47, pp. 253-279, 2013. [ pdf. 8220; In Proceedings of the International Conference on Machine Learning, 2013. [ pdf.

3

» Downloads The Arcade Learning Environment

http://www.arcadelearningenvironment.org/downloads

The Arcade Learning Environment. Arcade Platform for General Artificial Intelligence development. Source code for individual papers can be found by following links from the Publications. The Arcade Learning Environment. ALE is bundled as a single zip file containing the latest ALE version, sample Java agents and installation instructions. Past 0.4 releases:. Past 0.3 releases:. November 26, 2012. I can not find installation instruction. November 28, 2012. November 29, 2012. October 8, 2013. I have some p...

4

» The Arcade Learning Environment: An Evaluation Platform for General Agents The Arcade Learning Environment

http://www.arcadelearningenvironment.org/publications/the-arcade-learning-environment-an-evaluation-platform-for-general-agents

The Arcade Learning Environment. Arcade Platform for General Artificial Intelligence development. The Arcade Learning Environment: An Evaluation Platform for General Agents. Marc G. Bellemare (1), Yavar Naddaf (2), Joel Veness (1) and Michael Bowling (1). 1) University of Alberta, Edmonton, Canada. 2) Empirical Results Inc, Vancouver, Canada. Leave a Reply Cancel reply. Your email address will not be published. Required fields are marked *. Proudly powered by the Stella Atari Emulator.

5

» AAAI-15 Workshop The Arcade Learning Environment

http://www.arcadelearningenvironment.org/aaai15-workshop

The Arcade Learning Environment. Arcade Platform for General Artificial Intelligence development. Learning for General Competency in Video Games. AAAI 2015 Workshop, January 26, 2015, Austin, Texas, USA. 8212; Important Dates. November, 1st, 2014. November, 14, 2014. January, 26, 2015. Full submissions (4-8 pages):. Published or unpublished work applied to the Atari 2600 or other video game domains requiring general competency. Accepted work will be allotted 20 minutes for presentation, including que...

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Artificial Intelligence Blog · Games

http://artent.net/category/games

We're blogging machines! You are currently browsing the archive for the Games. Newly Published “Deep Learning” Book by Ian Goodfellow, Yoshua Bengio, and Aaron Courville. April 7, 2016. In Deep Belief Networks. The book “Deep Learning” by Ian Goodfellow, Yoshua Bengio, and Aaron Courville (associated with the Google Deep Mind Team) is available in HTML format. Http:/ www.deeplearningbook.org/. Link: In Two Moves, AlphaGo and Lee Sedol Redefined the Future. March 16, 2016. March 9, 2016. March 30, 2015.

artent.net artent.net

Artificial Intelligence Blog · General ML

http://artent.net/category/general-ml

We're blogging machines! You are currently browsing the archive for the General ML. University of Alberta Solves Poker. January 9, 2015. The Daily Mail reports. That the Computer Poker Research Group at the University of Alberta. Seems to have solved heads-up limit hold’em poker. You can play against their AI online. My thanks to Glen for emailing me the story! 179 classifiers competing on 121 data sets and the winner is …. December 29, 2014. The overall result was that the random forest classifiers were...

artent.net artent.net

Artificial Intelligence Blog · Reinforcement Learning

http://artent.net/category/reinforcement-learning

We're blogging machines! You are currently browsing the archive for the Reinforcement Learning. Link: In Two Moves, AlphaGo and Lee Sedol Redefined the Future. March 16, 2016. Wired has a nice article about the two most brilliant moves in the historic match between AlphaGo. Http:/ www.wired.com/2016/03/two-moves-alphago-lee-sedol-redefined-future/. A Short Informal Description of Partially Observable Markov Decision Processes. May 3, 2015. There is a reward. When the world is in state. January 9, 2015.

artent.net artent.net

Artificial Intelligence Blog · A review of “Playing Atari with Deep Reinforcement Learning”

http://artent.net/2014/12/10/a-review-of-playing-atari-with-deep-reinforcement-learning

We're blogging machines! Lsaquo; A Review of Knowledge Vault: A Web-Scale Approach to a Probabilistic Knowledge Fusion. A short review of “Teaching Deep Convolutional Neural Networks to Play Go” ›. A review of Playing Atari with Deep Reinforcement Learning. December 10, 2014. Mnih, Kavukcuoglu, Silver, Graves, Antonoglon, Wierstra, and Riedmiller authored the paper Playing Atari with Deep Reinforcement Learning. By Diuk, Cohen, and Littman 2008, HyperNEAT-GGP:A HyperNEAT-based Atari General Game Player.

artent.net artent.net

Artificial Intelligence Blog · Neural Nets

http://artent.net/category/neural-nets

We're blogging machines! You are currently browsing the archive for the Neural Nets. Newly Published “Deep Learning” Book by Ian Goodfellow, Yoshua Bengio, and Aaron Courville. April 7, 2016. In Deep Belief Networks. The book “Deep Learning” by Ian Goodfellow, Yoshua Bengio, and Aaron Courville (associated with the Google Deep Mind Team) is available in HTML format. Http:/ www.deeplearningbook.org/. Link: In Two Moves, AlphaGo and Lee Sedol Redefined the Future. March 16, 2016. March 9, 2016. Recently, C...

artent.net artent.net

Artificial Intelligence Blog · We're blogging machines!

http://artent.net/page/2

We're blogging machines! University of Alberta Solves Poker. January 9, 2015. The Daily Mail reports. That the Computer Poker Research Group at the University of Alberta. Seems to have solved heads-up limit hold’em poker. You can play against their AI online. My thanks to Glen for emailing me the story! List of Papers for Carnegie Mellon’s Deep Learning Course. January 8, 2015. In Deep Belief Networks. CMU’s Professor Bhiksha Raj has a nice list of papers. December 29, 2014. The overall result was that t...

danvk.org danvk.org

My takeaways from NIPS 2015

http://www.danvk.org/2015/12/12/nips-2015.html

Hex Dec converter in JavaScript. NS-Tower in the Browser. My takeaways from NIPS 2015. I’ve just wrapped up my trip to NIPS 2015. In Montreal and thought I’d jot down a few things that struck me this year:. Saddle Points vs Local Minima. Are effective at optimizing the thousands of weights in a neural net: they won’t get stuck in a local optimum. And it gives an intuition for why momentum. Is helpful: it helps gradient descent escape from saddle points. Hardware for Deep Learning. Images, the TIMIT.

jveness.info jveness.info

Publications

http://www.jveness.info/publications/default.html

Research Scientist, Google DeepMind. Human-level control through deep reinforcement learning. Volodymyr Mnih, Koray Kavukcuoglu, David Silver, Andrei A. Rusu, Joel Veness. Marc G. Bellemare, Alex Graves, Martin Riedmiller, Andreas K. Fidjeland, Georg Ostrovski, Stig Petersen, Charles Beattie, Amir Sadik, Ioannis Antonoglou, Helen King, Dharshan Kumaran, Daan Wierstra, Shane Legg, Demis Hassabis. The Arcade Learning Environment:. An Evaluation Platform for General Agents. A Monte-Carlo AIXI Approximation.

jveness.info jveness.info

About

http://www.jveness.info/about_me/default.html

Research Scientist, Google DeepMind. I am a 30-something Computer Scientist. At the moment I am working on various aspects of Monte-Carlo Tree Search, General Atari 2600 Game Playing. Universal source coding and reinforcement learning. I investigated some practical aspects of Marcus Hutter. S AIXI agent, a Bayesian optimality notion for reinforcement learning. My thesis is now available. My CV is available on request. I grew up in Penrith, later moving to Sydney to study at UNSW.

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The Arcade Learning Environment

We decided to concentrate all ALE-related resources on its GitHub repository. In case you want to download ALE's latest releases, raise an issue, or collaborate in the project, visit us at:. If you have any questions or comments about the ALE, please contact us through our mailing list. There are multiple other extensions/wrappers of the ALE. Two of the most famous ones are DeepMind's xitari. Later releases ( =0.5) are here.

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