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Evolving Deep Neural Networks (2019)
Risto Miikkulainen
,
Jason Liang
,
Elliot Meyerson
,
Aditya Rawal
, Dan Fink, Olivier Francon, Bala Raju,
Hormoz Shahrzad
, Arshak Navruzyan, Nigel Duffy, and Babak Hodjat
The success of deep learning depends on finding an architecture to fit the task. As deep learning has scaled up to more challenging tasks, the architectures have become difficult to design by hand. This paper proposes an automated method, CoDeepNEAT, for optimizing deep learning architectures through evolution. By extending existing neuroevolution methods to topology, components, and hyperparameters, this method achieves results comparable to best human designs in standard benchmarks in object recognition and language modeling. It also supports building a real-world application of automated image captioning on a magazine website. Given the anticipated increases in available computing power, evolution of deep networks is promising approach to constructing deep learning applications in the future.
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PDF
Citation:
In Robert Kozma, Cesare Alippi, Yoonsuck Choe, and Francesco Carlo Morabito, editors,
Artificial Intelligence in the Age of Neural Networks and Brain Computing
, 293-312, 2019. Amsterdam: Elsevier.
Bibtex:
@incollection{miikkulainen:chapter18, title={Evolving Deep Neural Networks}, author={Risto Miikkulainen and Jason Liang and Elliot Meyerson and Aditya Rawal and Dan Fink and Olivier Francon and Bala Raju and Hormoz Shahrzad and Arshak Navruzyan and Nigel Duffy and Babak Hodjat}, booktitle={Artificial Intelligence in the Age of Neural Networks and Brain Computing}, editor={Robert Kozma and Cesare Alippi and Yoonsuck Choe and Francesco Carlo Morabito}, publisher={Amsterdam: Elsevier}, pages={293-312}, url="http://nn.cs.utexas.edu/?miikkulainen:chapter18", year={2019} }
People
Jason Zhi Liang
Ph.D. Alumni
jasonzliang [at] utexas edu
Elliot Meyerson
Ph.D. Alumni
ekm [at] cs utexas edu
Risto Miikkulainen
Faculty
risto [at] cs utexas edu
Aditya Rawal
Ph.D. Alumni
aditya [at] cs utexas edu
Hormoz Shahrzad
Masters Student
hormoz [at] cognizant com
Areas of Interest
Deep Learning
Natural Language Processing (Cognitive)
Supervised Learning
Evolutionary Computation
Neuroevolution
Applications