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Created page with "'''Home * People * Koray Kavukcuoglu''' FILE:KorayKavukcuoglu.jpg|border|right|thumb|160px|link=https://www.linkedin.com/in/koray-kavukcuoglu-0439a720| K..."
'''[[Main Page|Home]] * [[People]] * Koray Kavukcuoglu'''
[[FILE:KorayKavukcuoglu.jpg|border|right|thumb|160px|link=https://www.linkedin.com/in/koray-kavukcuoglu-0439a720| Koray Kavukcuoglu <ref>[https://www.linkedin.com/in/koray-kavukcuoglu-0439a720 Koray Kavukcuoglu | LinkedIn]</ref> ]]
''Koray Kavukcuoglu''',<br/>
a Turkish aerospace engineer, computer scientist, and researcher at [[Google]] [[DeepMind]], involved in the [https://en.wikipedia.org/wiki/WaveNet WaveNet] speech synthesis system, and the [[AlphaGo]] project. He holds [https://en.wikipedia.org/wiki/Engineer's_degree#Turkey degrees] in [https://en.wikipedia.org/wiki/Aerospace_engineering Aerospace engineering] from [https://en.wikipedia.org/wiki/Middle_East_Technical_University Middle East Technical University], [https://en.wikipedia.org/wiki/Ankara Ankara], and M.Sc. and Ph.D. in computer science from [https://en.wikipedia.org/wiki/New_York_University New York University] in 2005 and 2010 respectively. His research interests focus on [[Learning|machine learning]] including [[Neural Networks|neural networks]] and [[Deep Learning|deep learning]]. Along with [[Ronan Collobert]] and [[Clément Farabet]], he is developer of the version of the machine learning library Torch5 <ref>[http://torch5.sourceforge.net/ Torch 5]</ref> <ref>[http://koray.kavukcuoglu.org/index.html Koray Kavukcuoglu - koray kavukcuoglu]</ref> and also contributed to subsequent versions <ref>[http://koray.kavukcuoglu.org/code.html Code - koray kavukcuoglu]</ref>.
=Selected Publications=
<ref>[http://dblp.uni-trier.de/pers/hd/k/Kavukcuoglu:Koray dblp: Koray Kavukcuoglu]</ref>
==2012 ...==
* [[Ronan Collobert]], [[Koray Kavukcuoglu]], [[Clément Farabet]] ('''2012'''). ''[http://link.springer.com/chapter/10.1007%2F978-3-642-35289-8_28 Implementing Neural Networks Efficiently]''. [http://link.springer.com/book/10.1007/978-3-642-35289-8 Neural Networks: Tricks of the Trade] (2nd ed.) [https://en.wikipedia.org/wiki/Springer_Science%2BBusiness_Media Springer] <ref>[http://www.clement.farabet.net/code.html Clément Farabet | Code]</ref>
* [[Volodymyr Mnih]], [[Koray Kavukcuoglu]], [[David Silver]], [[Alex Graves]], [[Ioannis Antonoglou]], [[Daan Wierstra]], [[Martin Riedmiller]] ('''2013'''). ''Playing Atari with Deep Reinforcement Learning''. [http://arxiv.org/abs/1312.5602 arXiv:1312.5602] <ref>[http://www.nervanasys.com/demystifying-deep-reinforcement-learning/ Demystifying Deep Reinforcement Learning] by [http://www.nervanasys.com/author/tambet/ Tambet Matiisen], [http://www.nervanasys.com/ Nervana], December 21, 2015</ref> <ref>[http://www.google.com/patents/US20150100530 Patent US20150100530 - Methods and apparatus for reinforcement learning - Google Patents]</ref>
==2015 ...==
* [[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]] ('''2015'''). ''[http://www.nature.com/nature/journal/v518/n7540/abs/nature14236.html Human-level control through deep reinforcement learning]''. [https://en.wikipedia.org/wiki/Nature_%28journal%29 Nature], Vol. 518
* [[Guillaume Desjardins]], [[Karen Simonyan]], [[Razvan Pascanu]], [[Koray Kavukcuoglu]] ('''2015'''). ''Natural Neural Networks''. [https://arxiv.org/abs/1507.00210 arXiv:1507.00210]
* [[Arun Nair]], [[Praveen Srinivasan]], [[Sam Blackwell]], [[Cagdas Alcicek]], [[Rory Fearon]], [[Alessandro De Maria]], [[Veda Panneershelvam]], [[Mustafa Suleyman]], [[Charles Beattie]], [[Stig Petersen]], [[Shane Legg]], [[Volodymyr Mnih]], [[Koray Kavukcuoglu]], [[David Silver]] ('''2015'''). ''Massively Parallel Methods for Deep Reinforcement Learning''. [http://arxiv.org/abs/1507.04296 arXiv:1507.04296]
'''2016'''
* [[David Silver]], [[Shih-Chieh Huang|Aja Huang]], [[Chris J. Maddison]], [[Arthur Guez]], [[Laurent Sifre]], [[George van den Driessche]], [[Julian Schrittwieser]], [[Ioannis Antonoglou]], [[Veda Panneershelvam]], [[Marc Lanctot]], [[Sander Dieleman]], [[Dominik Grewe]], [[John Nham]], [[Nal Kalchbrenner]], [[Ilya Sutskever]], [[Timothy Lillicrap]], [[Madeleine Leach]], [[Koray Kavukcuoglu]], [[Thore Graepel]], [[Demis Hassabis]] ('''2016'''). ''[http://www.nature.com/nature/journal/v529/n7587/full/nature16961.html Mastering the game of Go with deep neural networks and tree search]''. [https://en.wikipedia.org/wiki/Nature_%28journal%29 Nature], Vol. 529
* [[Volodymyr Mnih]], [[Adrià Puigdomènech Badia]], [[Mehdi Mirza]], [[Alex Graves]], [[Timothy Lillicrap]], [[Tim Harley]], [[David Silver]], [[Koray Kavukcuoglu]] ('''2016'''). ''Asynchronous Methods for Deep Reinforcement Learning''. [https://arxiv.org/abs/1602.01783 arXiv:1602.01783v2]
* [[Andrei A. Rusu]], [[Neil C. Rabinowitz]], [[Guillaume Desjardins]], [[Hubert Soyer]], [[James Kirkpatrick]], [[Koray Kavukcuoglu]], [[Razvan Pascanu]], [[Raia Hadsell]] ('''2016'''). ''Progressive Neural Networks''. [https://arxiv.org/abs/1606.04671 arXiv:1606.04671]
* [https://scholar.google.co.uk/citations?user=TqUN-LwAAAAJ Aäron van den Oord], [http://benanne.github.io/about/ Sander Dieleman], [https://research.google.com/pubs/HeigaZen.html Heiga Zen], [[Karen Simonyan]], [https://research.google.com/pubs/OriolVinyals.html Oriol Vinyals], [[Alex Graves]], [https://www.nal.ai/ Nal Kalchbrenner], [https://research.google.com/pubs/author37792.html Andrew Senior], [[Koray Kavukcuoglu]] ('''2016'''). ''WaveNet: A Generative Model for Raw Audio''. [https://arxiv.org/abs/1609.03499 arXiv:1609.03499] <ref>[https://en.wikipedia.org/wiki/WaveNet WaveNet from Wikipedia]</ref>
* [[Max Jaderberg]], [[Volodymyr Mnih]], [[Wojciech Marian Czarnecki]], [[Tom Schaul]], [[Joel Z. Leibo]], [[David Silver]], [[Koray Kavukcuoglu]] ('''2016'''). ''Reinforcement Learning with Unsupervised Auxiliary Tasks''. [https://arxiv.org/abs/1611.05397v1 arXiv:1611.05397v1]
=External Links=
* [http://koray.kavukcuoglu.org/index.html Koray Kavukcuoglu - koray kavukcuoglu]
* [https://www.linkedin.com/in/koray-kavukcuoglu-0439a720 Koray Kavukcuoglu | LinkedIn]
* [https://scholar.google.com/citations?user=sGFyDIUAAAAJ&hl=en koray kavukcuoglu - Google Scholar Citations]
* [https://github.com/koraykv koraykv (koray kavukcuoglu) · GitHub]
* [https://www.re-work.co/blog/google-deepmind-koray-kavukcuoglu-alex-graves Deep Minds: An Interview with Google's Alex Graves & Koray Kavukcuoglu] by [https://www.linkedin.com/in/sophiecurtis86 Sophie Curtis], [https://www.re-work.co/ RE•WORK], October 27, 2015
* [http://www.google.com/patents/US20150100530 Patent US20150100530 - Methods and apparatus for reinforcement learning - Google Patents]
=References=
<references />
'''[[People|Up one level]]'''
[[FILE:KorayKavukcuoglu.jpg|border|right|thumb|160px|link=https://www.linkedin.com/in/koray-kavukcuoglu-0439a720| Koray Kavukcuoglu <ref>[https://www.linkedin.com/in/koray-kavukcuoglu-0439a720 Koray Kavukcuoglu | LinkedIn]</ref> ]]
''Koray Kavukcuoglu''',<br/>
a Turkish aerospace engineer, computer scientist, and researcher at [[Google]] [[DeepMind]], involved in the [https://en.wikipedia.org/wiki/WaveNet WaveNet] speech synthesis system, and the [[AlphaGo]] project. He holds [https://en.wikipedia.org/wiki/Engineer's_degree#Turkey degrees] in [https://en.wikipedia.org/wiki/Aerospace_engineering Aerospace engineering] from [https://en.wikipedia.org/wiki/Middle_East_Technical_University Middle East Technical University], [https://en.wikipedia.org/wiki/Ankara Ankara], and M.Sc. and Ph.D. in computer science from [https://en.wikipedia.org/wiki/New_York_University New York University] in 2005 and 2010 respectively. His research interests focus on [[Learning|machine learning]] including [[Neural Networks|neural networks]] and [[Deep Learning|deep learning]]. Along with [[Ronan Collobert]] and [[Clément Farabet]], he is developer of the version of the machine learning library Torch5 <ref>[http://torch5.sourceforge.net/ Torch 5]</ref> <ref>[http://koray.kavukcuoglu.org/index.html Koray Kavukcuoglu - koray kavukcuoglu]</ref> and also contributed to subsequent versions <ref>[http://koray.kavukcuoglu.org/code.html Code - koray kavukcuoglu]</ref>.
=Selected Publications=
<ref>[http://dblp.uni-trier.de/pers/hd/k/Kavukcuoglu:Koray dblp: Koray Kavukcuoglu]</ref>
==2012 ...==
* [[Ronan Collobert]], [[Koray Kavukcuoglu]], [[Clément Farabet]] ('''2012'''). ''[http://link.springer.com/chapter/10.1007%2F978-3-642-35289-8_28 Implementing Neural Networks Efficiently]''. [http://link.springer.com/book/10.1007/978-3-642-35289-8 Neural Networks: Tricks of the Trade] (2nd ed.) [https://en.wikipedia.org/wiki/Springer_Science%2BBusiness_Media Springer] <ref>[http://www.clement.farabet.net/code.html Clément Farabet | Code]</ref>
* [[Volodymyr Mnih]], [[Koray Kavukcuoglu]], [[David Silver]], [[Alex Graves]], [[Ioannis Antonoglou]], [[Daan Wierstra]], [[Martin Riedmiller]] ('''2013'''). ''Playing Atari with Deep Reinforcement Learning''. [http://arxiv.org/abs/1312.5602 arXiv:1312.5602] <ref>[http://www.nervanasys.com/demystifying-deep-reinforcement-learning/ Demystifying Deep Reinforcement Learning] by [http://www.nervanasys.com/author/tambet/ Tambet Matiisen], [http://www.nervanasys.com/ Nervana], December 21, 2015</ref> <ref>[http://www.google.com/patents/US20150100530 Patent US20150100530 - Methods and apparatus for reinforcement learning - Google Patents]</ref>
==2015 ...==
* [[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]] ('''2015'''). ''[http://www.nature.com/nature/journal/v518/n7540/abs/nature14236.html Human-level control through deep reinforcement learning]''. [https://en.wikipedia.org/wiki/Nature_%28journal%29 Nature], Vol. 518
* [[Guillaume Desjardins]], [[Karen Simonyan]], [[Razvan Pascanu]], [[Koray Kavukcuoglu]] ('''2015'''). ''Natural Neural Networks''. [https://arxiv.org/abs/1507.00210 arXiv:1507.00210]
* [[Arun Nair]], [[Praveen Srinivasan]], [[Sam Blackwell]], [[Cagdas Alcicek]], [[Rory Fearon]], [[Alessandro De Maria]], [[Veda Panneershelvam]], [[Mustafa Suleyman]], [[Charles Beattie]], [[Stig Petersen]], [[Shane Legg]], [[Volodymyr Mnih]], [[Koray Kavukcuoglu]], [[David Silver]] ('''2015'''). ''Massively Parallel Methods for Deep Reinforcement Learning''. [http://arxiv.org/abs/1507.04296 arXiv:1507.04296]
'''2016'''
* [[David Silver]], [[Shih-Chieh Huang|Aja Huang]], [[Chris J. Maddison]], [[Arthur Guez]], [[Laurent Sifre]], [[George van den Driessche]], [[Julian Schrittwieser]], [[Ioannis Antonoglou]], [[Veda Panneershelvam]], [[Marc Lanctot]], [[Sander Dieleman]], [[Dominik Grewe]], [[John Nham]], [[Nal Kalchbrenner]], [[Ilya Sutskever]], [[Timothy Lillicrap]], [[Madeleine Leach]], [[Koray Kavukcuoglu]], [[Thore Graepel]], [[Demis Hassabis]] ('''2016'''). ''[http://www.nature.com/nature/journal/v529/n7587/full/nature16961.html Mastering the game of Go with deep neural networks and tree search]''. [https://en.wikipedia.org/wiki/Nature_%28journal%29 Nature], Vol. 529
* [[Volodymyr Mnih]], [[Adrià Puigdomènech Badia]], [[Mehdi Mirza]], [[Alex Graves]], [[Timothy Lillicrap]], [[Tim Harley]], [[David Silver]], [[Koray Kavukcuoglu]] ('''2016'''). ''Asynchronous Methods for Deep Reinforcement Learning''. [https://arxiv.org/abs/1602.01783 arXiv:1602.01783v2]
* [[Andrei A. Rusu]], [[Neil C. Rabinowitz]], [[Guillaume Desjardins]], [[Hubert Soyer]], [[James Kirkpatrick]], [[Koray Kavukcuoglu]], [[Razvan Pascanu]], [[Raia Hadsell]] ('''2016'''). ''Progressive Neural Networks''. [https://arxiv.org/abs/1606.04671 arXiv:1606.04671]
* [https://scholar.google.co.uk/citations?user=TqUN-LwAAAAJ Aäron van den Oord], [http://benanne.github.io/about/ Sander Dieleman], [https://research.google.com/pubs/HeigaZen.html Heiga Zen], [[Karen Simonyan]], [https://research.google.com/pubs/OriolVinyals.html Oriol Vinyals], [[Alex Graves]], [https://www.nal.ai/ Nal Kalchbrenner], [https://research.google.com/pubs/author37792.html Andrew Senior], [[Koray Kavukcuoglu]] ('''2016'''). ''WaveNet: A Generative Model for Raw Audio''. [https://arxiv.org/abs/1609.03499 arXiv:1609.03499] <ref>[https://en.wikipedia.org/wiki/WaveNet WaveNet from Wikipedia]</ref>
* [[Max Jaderberg]], [[Volodymyr Mnih]], [[Wojciech Marian Czarnecki]], [[Tom Schaul]], [[Joel Z. Leibo]], [[David Silver]], [[Koray Kavukcuoglu]] ('''2016'''). ''Reinforcement Learning with Unsupervised Auxiliary Tasks''. [https://arxiv.org/abs/1611.05397v1 arXiv:1611.05397v1]
=External Links=
* [http://koray.kavukcuoglu.org/index.html Koray Kavukcuoglu - koray kavukcuoglu]
* [https://www.linkedin.com/in/koray-kavukcuoglu-0439a720 Koray Kavukcuoglu | LinkedIn]
* [https://scholar.google.com/citations?user=sGFyDIUAAAAJ&hl=en koray kavukcuoglu - Google Scholar Citations]
* [https://github.com/koraykv koraykv (koray kavukcuoglu) · GitHub]
* [https://www.re-work.co/blog/google-deepmind-koray-kavukcuoglu-alex-graves Deep Minds: An Interview with Google's Alex Graves & Koray Kavukcuoglu] by [https://www.linkedin.com/in/sophiecurtis86 Sophie Curtis], [https://www.re-work.co/ RE•WORK], October 27, 2015
* [http://www.google.com/patents/US20150100530 Patent US20150100530 - Methods and apparatus for reinforcement learning - Google Patents]
=References=
<references />
'''[[People|Up one level]]'''
