"... a computer of such infinite and subtle complexity that organic life itself shall form part of its operational matrix... Yes! I shall design this computer for you... And it shall be called... The Earth". - The Hitchhiker's Guide to the Galaxy, Douglas Adams (1979)
tag > ML
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Selection of Books and Videos by Peter J. Bentley:
Evolutionary Design by Computers (1999):
https://www.amazon.com/Evolutionary-Design-Computers-Cd-Rom/dp/155860605XCreative Evolutionary Systems (2001):
https://www.amazon.com/Creative-Evolutionary-Kaufmann-Artificial-Intelligence/dp/1558606734On Growth, Form and Computers (2003):
https://www.amazon.com/Growth-Form-Computers-Sanjeev-Kumar/dp/0124287654Embracing Randomness:
The Future of AI:From Spotting Trends to Modelling Friends:
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"Parrot uses Alexa to order watermelon, lightbulbs while owner is out": https://www.newsweek.com/parrot-alexa-amazon-african-grey-england-animals-1260318 a strange case of Flora-Fauna-Human-Computer-Interaction #FFHCI #ML
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Informing Artificial Intelligence Generative Techniques using Cognitive Theories of Human Creativity - by Steve DiPaola, Liane Gabora, Graeme McCaig: #ML #Generative #Creativity
https://arxiv.org/abs/1812.05556v1
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Multimodal person character determination from video: #ML #NeuroScience #Economics
http://websci.cs.tsukuba.ac.jp/project/prediction-of-personality-first-impressions-from-video/
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Learning Bicycle Stunts: https://www.cc.gatech.edu/~turk/my_papers/bicycle_stunts.pdf
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Embodied Evolution in Collective Robotics - A Review: https://arxiv.org/pdf/1709.08992.pdf
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Born to Learn: the Inspiration, Progress, and Future of Evolved Plastic Artificial Neural Networks - by Andrea Soltoggio, Kenneth O. Stanley, Sebastian Risi: #ML #ALife
http://sebastianrisi.com/wp-content/uploads/soltoggio_nn18.pdf
EPAN - Evolutionary Plastic Artificial Neural Networks:
https://github.com/chadwcarlson/epann -
Darwin’s Avatars: a Novel Combination of Gameplay and Procedural Content Generation:
http://sebastianrisi.com/wp-content/papers/lessin_gecco15.pdf #ALife #ML #Games -
The Allure of Machinic Life: Cybernetics, Artificial Life, and the New AI - #Book by John Johnston: https://books.google.de/books?id=UKGQ3CVXfqEC #ML #ALife
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Real-Time Neuroevolution in the NERO Video Game - by Kenneth Stanley (2005):
http://nn.cs.utexas.edu/downloads/papers/stanley.ieeetec05.pdfEvolving Neural Network Agents in the NERO Video Game - by Kenneth Stanley (2005):
http://nn.cs.utexas.edu/downloads/papers/stanley.cig05.pdf
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MIC 2018 - Kenneth Stanley's Closing Keynote. #ALife #ML
"We are going to automate all things, so you don't need to know as much - thats the standard narrative and nice. But there are other, more intriguing narratives: Let's harness the fact that we are all machine learning researchers, and just don't know it." - @kenneth0stanley
"Imagine if you could generate every possible robot morphology and walking gates, all at once - in a single run of an algorithm - more than you would ever want to see. Just design everything for me, all at once. Design every genre of music - the longer i run, the more genres i get. Just think about what you could do with algorithms like this. It would be fascinating and very useful.
We sometimes call them repertoire collecting algorithms: They are not trying to solve something, they are collecting repertoire of capabilities that eventually you can use for all kinds of things. Openendedness is front and center for me."
- @kenneth0stanley -
Stumbly - Exploring reinforcement learning in a physics environment:
https://github.com/JonComo/stumbly #ML #ALife -
Visualizing coevolution in dynamic fitness landscapes: #ML
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today I tried: Evolution Strategies: #ML
