Difference between revisions of "Neural aesthetics"

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* Joanna Zylinska, ''[http://www.openhumanitiespress.org/books/titles/ai-art/ AI Art: Machine Visions and Warped Dreams]'', Open Humanities Press, Jul 2020, 176 pp, [[Media:Zylinska_Joanna_AI Art Machine Visions and Warped Dreams 2020.pdf|PDF]].  
* Joanna Zylinska, ''[http://www.openhumanitiespress.org/books/titles/ai-art/ AI Art: Machine Visions and Warped Dreams]'', Open Humanities Press, Jul 2020, 176 pp, [[Media:Zylinska_Joanna_AI Art Machine Visions and Warped Dreams 2020.pdf|PDF]].  
* [https://www.goethe.de/prj/jad/sk/the/ari.html ''Jádu'': "Cogito ergo robot"], Bratislava: Goethe-Institut, Nov 2020. Special magazine issue. {{sk}},{{cz}}/{{de}}
* ''Art and Machine Learning'', Graz: mur.at, forthcoming. [https://mur.at/post/ml-call-for-papers/ CfP]. [https://mur.at/project/im-netz-der-sinne/]
* ''Art and Machine Learning'', Graz: mur.at, forthcoming. [https://mur.at/post/ml-call-for-papers/ CfP]. [https://mur.at/project/im-netz-der-sinne/]

Revision as of 19:24, 4 December 2020

Partial results of the "hello world" test of a machine learning algorithm, automated recognition of handwritten digits, showing 125 test cases that the network got wrong. Each case is labeled by the network’s guess. The true classes are arranged in standard scan order. Source: Hinton et al 2006.
Basic structure of a neural network. Several techno-logical forms can be identified in the concept: scansion, that is discretisation or digitisation since the age of radio, TV, etc.; feedback loop, or the basic concept of cybernetics; and network form, here inspired by biological neurons. Diagram by Matteo Pasquinelli with Lukas Rehm, 2017. Source.

A resource on recent work between art/design and artificial neural networks in machine learning.

Related notions: AI art, creative AI, art and artificial intelligence.




  • The Lab at the Google Cultural Institute, Paris, launches a 'machine learning for art' residency, early 2015 - mid-2016. Artists: Mario Klingemann, Cyril Diagne. Talk. Works.
  • DeepDream launched by Google's software engineers Alexander Mordvintsev, Christopher Olah and Mike Tyka, 17 Jun 2015. Reddit post from a day earlier. Vice coverage. Source code.
  • (Artifical Intelligence) Digitale Demenz exhibition, HMKV, Dortmund, 14 Nov 2015-6 Mar 2016. An exhibition exploring the relationship between contemporary art and artificial intelligence. Works by Erik Bünger, John Cale, Brendan Howell, Chris Marker, Julien Prévieux, Suzanne Treister, and !Mediengruppe Bitnik. Curated by Thibaut de Ruyter.






Artists, designers, writers, musicians, makers


Literature, data, resources

Arts practice and criticism

  • Melpomene, Bagabone, Hem ‘I Die Now, New York: Vantage Press, 1980, 136 pp. Perhaps the first novel that was purportedly written by a computer.
  • Digimag 76: "Smart Machines for Enhanced Arts", eds. Silvia Bertolotti and Marco Mancuso, Milan: Digicult, Summer 2017, 74 pp, EPUB. Texts by Memo Akten, Claire Burke, Geoffrey Drake-Brockman, Jerry Galle, Eugene Kogan, Robert B. Lisek, Filippo Lorenzin, Andreas Refsgaard, Liu Yuxi, Alessandro Masserdotti. [9]
  • Algolit, Data Workers, Brussels: Constant, Mar 2019. (English)/(French)
  • Entangled Realities: Living with Artificial Intelligence / Leben mit künstlicher Intelligenz, eds. Sabine Himmelsbach and Boris Magrini, Merian, 2019, 229 pp. Catalogue. Exhibition. Review: Cianciotta (Neural). (English)/(German)
  • Espace 124: "IA, art sans artistes? / AI, art without artists?", Montreal, Jan 2020. Special issue of magazine. Introduction. TOC. (French)/(English)
  • Art and Machine Learning, Graz: mur.at, forthcoming. CfP. [14]

Online galleries and collections

See also exhibitions in the Events section above.

Recent debates on artificial intelligence in the humanities and social sciences

  • Florian Hecker, Robin Mackay, "On Sound and Artificial Neural Networks", in Writing and Unwriting (Media) Art History: Erkki Kurenniemi in 2048, eds. Joasia Krysa and Jussi Parikka, MIT Press, Sep 2015, pp 279-289.
  • Clemens Apprich, Wendy Hui Kyong Chun, Florian Cramer, Hito Steyerl, Pattern Discrimination, Lüneburg: meson press, with University of Minnesota Press, Nov 2018, xii+123 pp.
  • Katerina Cizek, William Uricchio, Sarah Wolozin, "Media Co-Creation with Non-Human Systems", in Cizek, Uricchio, et al., Collective Wisdom: Co-Creating Media within Communities, across Disciplines and with Algorithms, 3 Jun 2019.
  • Stephen Cave, Kanta Dihal, Sarah Dillon (eds.), AI Narratives: A History of Imaginative Thinking about Intelligent Machines, Oxford University Press, 2020, 448 pp. [24]
  • Gabriele de Seta, "China.ai", in Realtime: Making Digital China, eds. Clément Renaud, Florence Graezer Bideau, and Marc Laperrouza, PURR, 2020, pp 154-169. [26]
  • Yarden Katz, Artificial Whiteness: Politics and Ideology in Artificial Intelligence, Columbia University Press, Nov 2020, 352 pp. [27]
  • Kate Crawford, Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence, Yale University Press, forthcoming 2021. [28]


  • Tensorflow, an open source machine learning framework. Developed by the Google Brain team for internal Google use. Released under an open-source license on Nov 2015.
  • ml5.js, an open source machine learning library for the web. Launched Jun 2018.
  • Magenta Studio, a suite of free music-making tools using Magenta's machine learning models. Available as an Ableton plugin or as standalone Electron apps. Launched Nov 2018.
  • Runway, a toolkit that adds artificial intelligence capabilities to design and creative platforms. Built by Cristóbal Valenzuela. First alpha released May 2018.
  • GAN Playground - Explore Generative Adversarial Nets in your Browser, by Reiichiro Nakano, 2017.
  • Magenta demos


See also

Courses and textbooks for artists

Video lectures

Research papers

Scientific introduction into deep learning

Historization of deep learning

Art and Culture

Avant-garde and modernist magazines, Artists' publishing, Graphic design, Photography, Typewriter art, Multimedia environments, Design research, Video activism, Urban practices, Zine culture, Demoscene, VJing, Live cinema, Art and technology centres, Cyberfeminism, Community television, Hacktivism, Art servers, Hackerspaces, CD-ROM art, Circuit bending, Pure Data, Media archives, VVVV, Maker culture, Glitch art, Live coding, Locative media, Libre graphics, Electromagnetism, Surf clubs, DIY biology, Post-digital, Neural aesthetics.
See also Art styles and movements.

communities of practice

Art and technology centres, Art servers, Circuit bending, Copyright activism, Cypherpunk, Data activism, Demoscene, Digital libraries, DIY biology, Federated networks, File sharing, FLOSS, Game art, Hacker culture, Hackerspaces, Hacktivism, Internet activism, Internet of things, Libre graphics, Live coding, Maker culture, Media archives, Net art, Neural aesthetics, Open hardware, Software art, VJing, VVVV.
See also Artists' cultures.