Open main menu
Home
Random
Recent changes
Special pages
Community portal
Preferences
About Wikipedia
Disclaimers
Incubator escapee wiki
Search
User menu
Talk
Dark mode
Contributions
Create account
Log in
Editing
Neural network (machine learning)
(section)
Warning:
You are not logged in. Your IP address will be publicly visible if you make any edits. If you
log in
or
create an account
, your edits will be attributed to your username, along with other benefits.
Anti-spam check. Do
not
fill this in!
==== Neuroevolution ==== {{Main|Neuroevolution}} [[Neuroevolution]] can create neural network topologies and weights using [[evolutionary computation]]. It is competitive with sophisticated gradient descent approaches.<ref>{{cite arXiv |last1=Salimans |first1=Tim |title=Evolution Strategies as a Scalable Alternative to Reinforcement Learning |date=7 September 2017 |eprint=1703.03864 |last2=Ho |first2=Jonathan |last3=Chen |first3=Xi |last4=Sidor |first4=Szymon |last5=Sutskever |first5=Ilya|class=stat.ML }}</ref><ref>{{cite arXiv|last1=Such |first1=Felipe Petroski |title=Deep Neuroevolution: Genetic Algorithms Are a Competitive Alternative for Training Deep Neural Networks for Reinforcement Learning |date=20 April 2018 |eprint=1712.06567 |last2=Madhavan |first2=Vashisht |last3=Conti |first3=Edoardo |last4=Lehman |first4=Joel |last5=Stanley |first5=Kenneth O. |last6=Clune |first6=Jeff|class=cs.NE }}</ref> One advantage of neuroevolution is that it may be less prone to get caught in "dead ends".<ref>{{cite news|date=10 January 2018|title=Artificial intelligence can 'evolve' to solve problems| work=Science {{!}} AAAS|url=https://www.science.org/content/article/artificial-intelligence-can-evolve-solve-problems|access-date=7 February 2018|archive-date=9 December 2021|archive-url=https://web.archive.org/web/20211209231714/https://www.science.org/content/article/artificial-intelligence-can-evolve-solve-problems|url-status=live}}</ref>
Edit summary
(Briefly describe your changes)
By publishing changes, you agree to the
Terms of Use
, and you irrevocably agree to release your contribution under the
CC BY-SA 4.0 License
and the
GFDL
. You agree that a hyperlink or URL is sufficient attribution under the Creative Commons license.
Cancel
Editing help
(opens in new window)