Difference between revisions of "Neural aesthetics"

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==Events==
 
==Events==
 
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====2014====
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* [http://chatonsky.net/capture-cad/ Olivier Alary & Gregory Chatonsky: Capture, I'll Be Your Mirror], exhibition, Arts Center, Enghein-les-Bains, 10 Apr-6 Jul 2014. [http://www.cda95.fr/en/node/905]. [http://capture.name Capture] is a generative rockband. [https://soundcloud.com/captureee/313f-f946-3ea9-dd9b-8492-e27f-82b4-bc82 Some examples of MIDI music generated by recursive neural network.]
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====2015====
 
====2015====
 
* The Lab at the Google Cultural Institute, Paris, launches a 'machine learning for art' residency, early 2015 - mid-2016. Artists: Mario Klingemann, Cyril Diagne. [https://www.youtube.com/watch?v=egk683bKJYU Talk]. [https://artsexperiments.withgoogle.com/#/art_tag Works].
 
* The Lab at the Google Cultural Institute, Paris, launches a 'machine learning for art' residency, early 2015 - mid-2016. Artists: Mario Klingemann, Cyril Diagne. [https://www.youtube.com/watch?v=egk683bKJYU Talk]. [https://artsexperiments.withgoogle.com/#/art_tag Works].
 
* [https://research.googleblog.com/2015/06/inceptionism-going-deeper-into-neural.html DeepDream launched] by Google's software engineers Alexander Mordvintsev, Christopher Olah and Mike Tyka, 17 Jun 2015. [https://www.reddit.com/r/MachineLearning/comments/3a1ebc/image_generated_by_a_convolutional_network/ Reddit post] from a day earlier. [http://thecreatorsproject.vice.com/blog/was-this-psychedelic-image-made-by-man-or-machine Vice coverage]. [https://github.com/google/deepdream Source code].
 
* [https://research.googleblog.com/2015/06/inceptionism-going-deeper-into-neural.html DeepDream launched] by Google's software engineers Alexander Mordvintsev, Christopher Olah and Mike Tyka, 17 Jun 2015. [https://www.reddit.com/r/MachineLearning/comments/3a1ebc/image_generated_by_a_convolutional_network/ Reddit post] from a day earlier. [http://thecreatorsproject.vice.com/blog/was-this-psychedelic-image-made-by-man-or-machine Vice coverage]. [https://github.com/google/deepdream Source code].
* [http://www.hmkv.de/_en/programm/programmpunkte/2015/Ausstellungen/2015_AID_Artifical_Intelligence_Digitale_Demenz.php (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.  
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* [http://www.hmkv.de/_en/programm/programmpunkte/2015/Ausstellungen/2015_AID_Artifical_Intelligence_Digitale_Demenz.php (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.
 
 
 
====2016====
 
====2016====
 
* [http://grayarea.org/event/deepdream-the-art-of-neural-networks/ DeepDream: The Art of Neural Networks], 26-27 Feb 2016. Exhibition and [http://grayarea.org/event/art-machine-learning-symposium/ symposium]. Organised by Gray Area Foundation for the Arts and Research at Google.
 
* [http://grayarea.org/event/deepdream-the-art-of-neural-networks/ DeepDream: The Art of Neural Networks], 26-27 Feb 2016. Exhibition and [http://grayarea.org/event/art-machine-learning-symposium/ symposium]. Organised by Gray Area Foundation for the Arts and Research at Google.
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* [http://art-ai.dmu.ac.uk/ Art-AI Festival], Phoenix Arts Centre & Highcross Leicester, Leicester, UK, 30 Apr-13 May 2018.
 
* [http://art-ai.dmu.ac.uk/ Art-AI Festival], Phoenix Arts Centre & Highcross Leicester, Leicester, UK, 30 Apr-13 May 2018.
 
* [http://www.eva-copenhagen.dk/ Politics of Machines – Art and After], 1st Electronic Visualisation & the Arts (EVA) conference, Aalborg University, Copenhagen, 15-17 May 2018. Chaired by Laura Beloff and Morten Søndergaard. Organised by Aalborg University (Aalborg, Copenhagen) and Dias: Digital Interactive Art Space (Copenhagen).
 
* [http://www.eva-copenhagen.dk/ Politics of Machines – Art and After], 1st Electronic Visualisation & the Arts (EVA) conference, Aalborg University, Copenhagen, 15-17 May 2018. Chaired by Laura Beloff and Morten Søndergaard. Organised by Aalborg University (Aalborg, Copenhagen) and Dias: Digital Interactive Art Space (Copenhagen).
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* [https://mur.at/project/im-netz-der-sinne/ Im Netz der Sinne] workshop, Kultur in Graz, Graz, 24-26 May 2018. Organised by mur.at.
 
* [http://elluba.com/machine-dreams-exhibition-at-cogx-2018/ Machine Dreams] exhibition, part of CogX 2018 conference, Tobacco Dock, London, 11-12 Jun 2018. Curated by Luba Elliott; commissioned by Tabitha Goldstaub. [https://www.forbes.com/sites/tabithagoldstaub/2018/09/24/machine-dreams-art-and-artificial-intelligence/ Artist interviews] (Forbes).
 
* [http://elluba.com/machine-dreams-exhibition-at-cogx-2018/ Machine Dreams] exhibition, part of CogX 2018 conference, Tobacco Dock, London, 11-12 Jun 2018. Curated by Luba Elliott; commissioned by Tabitha Goldstaub. [https://www.forbes.com/sites/tabithagoldstaub/2018/09/24/machine-dreams-art-and-artificial-intelligence/ Artist interviews] (Forbes).
 
* [https://www.facebook.com/events/130216531185870/ Art Assembly: Machine Learning], Fiber, Amsterdam, 22 Jun 2018. Organised by Fiber as part of the ''Coded Matter(s): Worldbuilding'' series.
 
* [https://www.facebook.com/events/130216531185870/ Art Assembly: Machine Learning], Fiber, Amsterdam, 22 Jun 2018. Organised by Fiber as part of the ''Coded Matter(s): Worldbuilding'' series.
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* [https://projekte.berlinergazette.de/ambient-revolts/ Ambient Revolts: How Can We Rethink Political Agency in an AI-Driven World], Berliner Gazette Annual Conference 2018, ZK/U – Center for Arts and Urbanistics, Berlin, 8-10 Nov 2018. Incl. video recordings.
 
* [https://projekte.berlinergazette.de/ambient-revolts/ Ambient Revolts: How Can We Rethink Political Agency in an AI-Driven World], Berliner Gazette Annual Conference 2018, ZK/U – Center for Arts and Urbanistics, Berlin, 8-10 Nov 2018. Incl. video recordings.
 
* [https://www.post-binary.com/ Post-Binary: A Conference on Artificial Intelligence in Art and Design], Museum Angewandte Kunst, Frankfurt am Main, 10 Nov 2018.
 
* [https://www.post-binary.com/ Post-Binary: A Conference on Artificial Intelligence in Art and Design], Museum Angewandte Kunst, Frankfurt am Main, 10 Nov 2018.
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* [https://mur.at/project/sensu-lato/ sensu lato :: im weiteren Sinne] exhibition, Akademie Graz, Graz, 24 Nov-14 Dec 2018. Organised by mur.at.
 
* [https://nips2018creativity.github.io/ Machine Learning for Creativity and Design], NIPS 2018 Workshop, Montreal, 8 Dec 2018. Organised by Luba Elliott, Sander Dieleman, Rebecca Fiebrink, Adam Roberts, Jesse Engel, and Tom White.
 
* [https://nips2018creativity.github.io/ Machine Learning for Creativity and Design], NIPS 2018 Workshop, Montreal, 8 Dec 2018. Organised by Luba Elliott, Sander Dieleman, Rebecca Fiebrink, Adam Roberts, Jesse Engel, and Tom White.
  
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* [https://www.cityu.edu.hk/iscma/ Art Machines: International Symposium on Computational Media Art (ISCMA) 2019], School of Creative Media, City University of Hong Kong, Hong Kong, 4-7 Jan 2019. Dir. Richard Allen, co-directors (machine learning and art): Hector Rodriguez, Tomas Laurenzo.
 
* [https://www.cityu.edu.hk/iscma/ Art Machines: International Symposium on Computational Media Art (ISCMA) 2019], School of Creative Media, City University of Hong Kong, Hong Kong, 4-7 Jan 2019. Dir. Richard Allen, co-directors (machine learning and art): Hector Rodriguez, Tomas Laurenzo.
 
* [https://www.kickstarter.com/projects/1886217264/the-current-museum-salon-on-artificial-intelligenc Neural Plasticity], exhibition, On Canal, New York, 6-23 Mar 2019. Curated by Julia Kaganskiy for The Current Museum. [https://current.mu/]
 
* [https://www.kickstarter.com/projects/1886217264/the-current-museum-salon-on-artificial-intelligenc Neural Plasticity], exhibition, On Canal, New York, 6-23 Mar 2019. Curated by Julia Kaganskiy for The Current Museum. [https://current.mu/]
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* [https://www.mmca.go.kr/eng/exhibitions/exhibitionsDetail.do?exhId=201902120001117 Vertiginous Data] exhibition, National Museum of Modern and Contemporary Art Korea, Seoul, 23 Mar-28 Jul 2019.
 
* [http://www.algolit.net/index.php/Data_Workers Data Workers], exhibition, Mundaneum, Mons (Belgium), 28 Mar-29 Apr 2019. Created by members of Algolit.
 
* [http://www.algolit.net/index.php/Data_Workers Data Workers], exhibition, Mundaneum, Mons (Belgium), 28 Mar-29 Apr 2019. Created by members of Algolit.
 
* [http://datatata.info/ Datatata] conference, Faculty of Fine Arts at Brno University of Technology, Brno, 12 Apr 2019.
 
* [http://datatata.info/ Datatata] conference, Faculty of Fine Arts at Brno University of Technology, Brno, 12 Apr 2019.
 
* [https://www.anotherai.art/ Another AI in Art: Decolonizing Artificial Intelligence (AI) and the Future of Art Making], summit, New Museum, New York, 24-27 Apr 2019.
 
* [https://www.anotherai.art/ Another AI in Art: Decolonizing Artificial Intelligence (AI) and the Future of Art Making], summit, New Museum, New York, 24-27 Apr 2019.
 
* [https://newyorklivearts.org/event/ai-art-symposium/ AI x Art Symposium], New York Live Arts Theater, New York, 11 May 2019.
 
* [https://newyorklivearts.org/event/ai-art-symposium/ AI x Art Symposium], New York Live Arts Theater, New York, 11 May 2019.
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* [https://www.barbican.org.uk/whats-on/2019/event/ai-more-than-human AI: More than Human] exhibition, Barbican, London, 16 May-26 Aug 2019. Review: [https://www.theguardian.com/artanddesign/2019/may/15/ai-more-than-human-review-barbican-artificial-intelligence Jones] (Guardian).
 +
* [https://uncannyvalues.org/exhibition Uncanny Values: Artificial Intelligence & You] exhibition, MAK, Vienna, 29 May-6 Oct 2019. Curated by Paul Feigelfeld and Marlies Wirth. [https://www.mak.at/jart/prj3/mak-resp/main.jart?reserve-mode=active&rel=en&content-id=1566165486982&ausstellung_id=1542957252132]
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* [http://chatonsky.net/earth/ Gregory Chatonsky: Terre seconde (Second Earth)], exhibition, Palais de Tokyo, Paris, 21 Jun-14 Jul 2019. Curated by Gael Charbau. [https://www.palaisdetokyo.com/en/event/altr-alternative-reality]
 +
* [https://www.tate.org.uk/whats-on/tate-modern/tate-exchange/workshop/higher-resolution Higher Resolution with Hyphen-Labs], workshop, Tate Modern, London, 17-29 Sep 2019.
 +
* [https://mak.at/aisymposium AI Symposium: Uncanny Values], MAK – Museum of Applied Arts, Vienna, 24 Sep 2019.
 
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* [http://github.com/robbiebarrat Robbie Barrat], [https://twitter.com/DrBeef_/ @DrBeef_], SF Bay Area.
 
* [http://github.com/robbiebarrat Robbie Barrat], [https://twitter.com/DrBeef_/ @DrBeef_], SF Bay Area.
 
* [http://www.cavvia.net/ Anil Bawa-Cavia], [https://twitter.com/cavvia @cavvia], Berlin & London.  
 
* [http://www.cavvia.net/ Anil Bawa-Cavia], [https://twitter.com/cavvia @cavvia], Berlin & London.  
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* [http://chatonsky.net/category/corpus/ami/ Gregory Chatonsky], [https://twitter.com/chatonsky @chatonsky], Paris & Montreal.
 
* [http://www.iancheng.com/ Ian Cheng], [https://twitter.com/eyecheng @eyecheng], NYC.
 
* [http://www.iancheng.com/ Ian Cheng], [https://twitter.com/eyecheng @eyecheng], NYC.
 
* [http://sougwen.com Sougwen 愫君 Chung], [https://twitter.com/sougwen @sougwen], NYC.
 
* [http://sougwen.com Sougwen 愫君 Chung], [https://twitter.com/sougwen @sougwen], NYC.
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* [https://www.feminist.ai Feminist.AI], a community AI research and design group focused on critical making as a response to hegemonic AI, est. 2016.
 
* [https://www.feminist.ai Feminist.AI], a community AI research and design group focused on critical making as a response to hegemonic AI, est. 2016.
 
* [https://ainowinstitute.org/ AI Now Institute], New York University. A research institute examining the social implications of artificial intelligence. Founded in 2017 by Kate Crawford and Meredith Whittaker.
 
* [https://ainowinstitute.org/ AI Now Institute], New York University. A research institute examining the social implications of artificial intelligence. Founded in 2017 by Kate Crawford and Meredith Whittaker.
 +
* [http://postdigital.ens.fr/ Artificial imagination / Artificielle postdigital], a research seminar on contemporary art and artificial intelligence, Ecole Normale Superieure, Paris. Founded in 2017 by Béatrice Joyeux-Prunel and Grégory Chatonsky. [https://twitter.com/ENS_Postdigital Twitter].
 
* [https://blog.mozilla.org/blog/2018/06/04/mozilla-announces-225000-for-art-and-advocacy-exploring-artificial-intelligence/ Mozilla Award for Art and Advocacy Exploring Artificial Intelligence], 2018.
 
* [https://blog.mozilla.org/blog/2018/06/04/mozilla-announces-225000-for-art-and-advocacy-exploring-artificial-intelligence/ Mozilla Award for Art and Advocacy Exploring Artificial Intelligence], 2018.
  
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===Arts practice and criticism===
 
===Arts practice and criticism===
 
* Melpomene, ''[https://monoskop.org/log/?p=20499 Bagabone, Hem ‘I Die Now]'', New York: Vantage Press, 1980, 136 pp. Perhaps the first novel that was purportedly written by a computer.
 
* Melpomene, ''[https://monoskop.org/log/?p=20499 Bagabone, Hem ‘I Die Now]'', New York: Vantage Press, 1980, 136 pp. Perhaps the first novel that was purportedly written by a computer.
 +
* Miguel Carvalhais, ''[https://aaaaarg.fail/thing/5da993469ff37c5a05622bcf Artificial Aesthetics: Creative Practices in Computational Art and Design]'', forew. Heitor Alvelos and Penousal Machado, Porto: U.Porto Edições, 2016, 307 pp. [https://www.carvalhais.org/artificialaesthetics/]
 
* Luba Elliott, [https://medium.com/@elluba/the-art-side-of-ai-at-transmediale-ctm-91e1abe24f72 "The art side of AI at transmediale + CTM"], ''Medium'', 10 Apr 2017.
 
* Luba Elliott, [https://medium.com/@elluba/the-art-side-of-ai-at-transmediale-ctm-91e1abe24f72 "The art side of AI at transmediale + CTM"], ''Medium'', 10 Apr 2017.
 
* Luba Elliott, [https://us15.campaign-archive.com/home/?u=c7e080421931e2a646364e3ef&id=a23c388b9d Creative AI Newsletter], since May 2017.
 
* Luba Elliott, [https://us15.campaign-archive.com/home/?u=c7e080421931e2a646364e3ef&id=a23c388b9d Creative AI Newsletter], since May 2017.
 
* [[Media:Digimag_76_Smart_Machines_for_Enhanced_Arts_2017.pdf|''Digimag'' 76: "Smart Machines for Enhanced Arts"]], eds. Silvia Bertolotti and Marco Mancuso, Milan: Digicult, Summer 2017, 74 pp, [http://www.digicult.it/wp-content/uploads/digimag76.epub 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. [http://www.digicult.it/digimag-journal/]
 
* [[Media:Digimag_76_Smart_Machines_for_Enhanced_Arts_2017.pdf|''Digimag'' 76: "Smart Machines for Enhanced Arts"]], eds. Silvia Bertolotti and Marco Mancuso, Milan: Digicult, Summer 2017, 74 pp, [http://www.digicult.it/wp-content/uploads/digimag76.epub 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. [http://www.digicult.it/digimag-journal/]
 
* ''[[Media:Ars_Electronica_AI_Artificial_Intelligence_The_Other_I_2017.pdf|Ars Electronica: AI. Artificial Intelligence. Das andere Ich / The Other I]]'', eds. Gerfried Stocker, Christine Schöpf and Hannes Leopoldseder, Berlin: Hatje Cantz, 2017, 400 pp. Catalogue. [https://www.aec.at/ai/ Festival].  
 
* ''[[Media:Ars_Electronica_AI_Artificial_Intelligence_The_Other_I_2017.pdf|Ars Electronica: AI. Artificial Intelligence. Das andere Ich / The Other I]]'', eds. Gerfried Stocker, Christine Schöpf and Hannes Leopoldseder, Berlin: Hatje Cantz, 2017, 400 pp. Catalogue. [https://www.aec.at/ai/ Festival].  
* [https://www.flashartonline.com/issue/316-september-october-2017/ ''Flash Art'' 316: "Artificial Intelligence"], Sep-Oct 2017.
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* [https://flash---art.com/issue/316-september-october-2017/ ''Flash Art'' 316: "Artificial Intelligence"], Sep-Oct 2017, 132 pp. [https://flash---art.com/2017/09/14411/] [http://archive.neural.it/init/default/show/2998]
 
* [https://www.artnome.com/ Jason Bailey's writing and interviews on ''Artnome''], since Oct 2017.
 
* [https://www.artnome.com/ Jason Bailey's writing and interviews on ''Artnome''], since Oct 2017.
 
* Simon Parkin, [https://www.technologyreview.com/s/609482/ai-is-dreaming-up-new-kinds-of-video-games/ "AI Is Dreaming Up New Kinds of Video Games"], ''MIT Technology Review'', 29 Nov 2017.
 
* Simon Parkin, [https://www.technologyreview.com/s/609482/ai-is-dreaming-up-new-kinds-of-video-games/ "AI Is Dreaming Up New Kinds of Video Games"], ''MIT Technology Review'', 29 Nov 2017.
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* Naomi Rea, [https://news.artnet.com/market/9-artists-artificial-intelligence-1384207 "Has Artificial Intelligence Brought Us the Next Great Art Movement? Here Are 9 Pioneering Artists Who Are Exploring AI’s Creative Potential"], ''Artnet News'', 6 Nov 2018.
 
* Naomi Rea, [https://news.artnet.com/market/9-artists-artificial-intelligence-1384207 "Has Artificial Intelligence Brought Us the Next Great Art Movement? Here Are 9 Pioneering Artists Who Are Exploring AI’s Creative Potential"], ''Artnet News'', 6 Nov 2018.
 
* Algolit, ''[https://monoskop.org/log/?p=21038 Data Workers]'', Brussels: Constant, Mar 2019. {{en}}/{{fr}}
 
* Algolit, ''[https://monoskop.org/log/?p=21038 Data Workers]'', Brussels: Constant, Mar 2019. {{en}}/{{fr}}
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* ''Art and Machine Learning'', Graz: mur.at, forthcoming end of 2019. [https://mur.at/post/ml-call-for-papers/ CfP].
  
 
===Online galleries and collections===
 
===Online galleries and collections===
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===Recent debates on artificial intelligence in the humanities and social sciences===
 
===Recent debates on artificial intelligence in the humanities and social sciences===
 
* Nora N. Khan, [https://medium.com/after-us/towards-a-poetics-of-artificial-superintelligence-ebff11d2d249 "Towards a Poetics of Artificial Superintelligence"], ''After Us'', 25 Sep 2015.
 
* Nora N. Khan, [https://medium.com/after-us/towards-a-poetics-of-artificial-superintelligence-ebff11d2d249 "Towards a Poetics of Artificial Superintelligence"], ''After Us'', 25 Sep 2015.
* Matteo Pasquinelli (ed.), ''[https://monoskop.org/log/?p=15585 Alleys of Your Mind: Augmented Intelligence and Its Traumas]'', Lüneburg: Meson, 2015, 212 pp.
+
* Florian Hecker, Robin Mackay, [[Media:Hecker_Florian_Mackay_Robin_2015_On_Sound_and_Artificial_Neural_Networks.pdf|"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.
* Florian Hecker, Robin Mackay, [[Media:Hecker_Florian_Mackay_Robin_2015_On_Sound_and_Artificial_Neural_Networks.pdf|"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, 2015, pp 279-289.
+
* Matteo Pasquinelli (ed.), ''[https://monoskop.org/log/?p=15585 Alleys of Your Mind: Augmented Intelligence and Its Traumas]'', Lüneburg: Meson, Nov 2015, 212 pp.
* Matteo Pasquinelli, [http://matteopasquinelli.com/machines-that-morph-logic/ "Machines that Morph Logic: Neural Networks and the Distorted Automation of Intelligence as Statistical Inference"], ''Glass Bead'' 2, 2017.  
+
* Gregory Chatonsky, [http://chatonsky.net/deep-dream/ "Deep Dream (Le rêve du réseau)"], Musee d'Art Moderne de la Ville de Paris, Paris, 17 Dec 2015. Lecture given in conjunction with the exhibition [http://www.mam.paris.fr/fr/expositions/exposition-co-workers ''Co-Workers'']. [http://www.mam.paris.fr/fr/activite/hypersalon-presente-gregory-chatonsky] {{fr}}
 +
* [https://tidsskrift.dk/APRJA/issue/view/8319 ''A Peer Reviewed Journal About'' 6(1): "Machine Research"], eds. Christian Ulrik Andersen and Geoff Cox, Aarhus: Aarhus University, Apr 2017, 108 pp, [[Media:A Peer Reviewed Journal About 6 1 Machine Research 2017.pdf|PDF]]. [http://www.aprja.net/machine-research/]
 +
* Matteo Pasquinelli, [https://www.glass-bead.org/article/machines-that-morph-logic/?lang=enview "Machines that Morph Logic: Neural Networks and the Distorted Automation of Intelligence as Statistical Inference"], ''Glass Bead'' 2, Sep 2017. [http://matteopasquinelli.com/machines-that-morph-logic/]
 
** [http://www.glass-bead.org/article/machines-that-morph-logic/?lang=frview "Des machines qui morphent la logique: les réseaux de neurones et l’automatisation déformée de l’intelligence comme inférence statistique"], ''Glass Bead'' 2, 2017. {{fr}}
 
** [http://www.glass-bead.org/article/machines-that-morph-logic/?lang=frview "Des machines qui morphent la logique: les réseaux de neurones et l’automatisation déformée de l’intelligence comme inférence statistique"], ''Glass Bead'' 2, 2017. {{fr}}
* Adrian Mackenzie, ''[https://monoskop.org/log/?p=20147 Machine Learners: Archaeology of a Data Practice]'', MIT Press, 2017, 272 pp.
 
* [http://www.aprja.net/machine-research/ ''A Peer Reviewed Journal About'' 6(1): "Machine Seeing"], eds. Christian Ulrik Andersen and Geoff Cox, Aarhus: Aarhus University, 2017.
 
 
* [https://monoskop.org/log/?p=19784 ''Glass Bead'' 2: "Site 1: Logic Gate, the Politics of the Artifactual Mind"], eds. Fabien Giraud, Jeremy Lecomte, Vincent Normand, Ida Soulard, and Inigo Wilkins, Nov 2017. {{en}}/{{fr}}
 
* [https://monoskop.org/log/?p=19784 ''Glass Bead'' 2: "Site 1: Logic Gate, the Politics of the Artifactual Mind"], eds. Fabien Giraud, Jeremy Lecomte, Vincent Normand, Ida Soulard, and Inigo Wilkins, Nov 2017. {{en}}/{{fr}}
 +
* Adrian Mackenzie, ''[https://monoskop.org/log/?p=20147 Machine Learners: Archaeology of a Data Practice]'', MIT Press, Nov 2017, 272 pp.
 
* Eirini Malliaraki, [https://medium.com/@eirinimalliaraki/toward-ethical-transparent-and-fair-ai-ml-a-critical-reading-list-d950e70a70ea "Toward ethical, transparent and fair AI/ML: a critical reading list"], ''Medium'', Feb 2018.
 
* Eirini Malliaraki, [https://medium.com/@eirinimalliaraki/toward-ethical-transparent-and-fair-ai-ml-a-critical-reading-list-d950e70a70ea "Toward ethical, transparent and fair AI/ML: a critical reading list"], ''Medium'', Feb 2018.
 
* Agoston Nagy, [https://medium.com/@_stc/visual-music-machine-learning-workshop-for-kids-a90c957dab33 "Visual Music & Machine Learning Workshop for Kids"], ''Medium'', 3 Apr 2018.
 
* Agoston Nagy, [https://medium.com/@_stc/visual-music-machine-learning-workshop-for-kids-a90c957dab33 "Visual Music & Machine Learning Workshop for Kids"], ''Medium'', 3 Apr 2018.
 
* Kate Crawford, Vladan Joler, [https://anatomyof.ai/ "Anatomy of an AI System: The Amazon Echo as an Anatomical Map of Human Labor, Data and Planetary Sesources"], AI Now Institute/NYU & Share Lab, 7 Sep 2018.  
 
* Kate Crawford, Vladan Joler, [https://anatomyof.ai/ "Anatomy of an AI System: The Amazon Echo as an Anatomical Map of Human Labor, Data and Planetary Sesources"], AI Now Institute/NYU & Share Lab, 7 Sep 2018.  
* Clemens Apprich, Wendy Hui Kyong Chun, Florian Cramer, Hito Steyerl, ''[https://monoskop.org/log/?p=20571 Pattern Discrimination]'', Lüneburg: meson press, with University of Minnesota Press, 2018, xii+123 pp.
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* Clemens Apprich, Wendy Hui Kyong Chun, Florian Cramer, Hito Steyerl, ''[https://monoskop.org/log/?p=20571 Pattern Discrimination]'', Lüneburg: meson press, with University of Minnesota Press, Nov 2018, xii+123 pp.
 
* Jonnie Penn, [https://www.economist.com/open-future/2018/11/26/ai-thinks-like-a-corporation-and-thats-worrying "AI Thinks Like a Corporation—and That's Worrying"], ''Economist'', 26 Nov 2018.
 
* Jonnie Penn, [https://www.economist.com/open-future/2018/11/26/ai-thinks-like-a-corporation-and-thats-worrying "AI Thinks Like a Corporation—and That's Worrying"], ''Economist'', 26 Nov 2018.
* Hito Steyerl, [https://monoskop.org/log/?p=20976 "The Language of Broken Glass"], Berlin: HKW, 2019, 26 min. Lecture-performance video.
+
* Lev Manovich, ''AI Aesthetics'', Moscow: Strelka Press, Dec 2018, 57 pp. [https://strelkamag.com/en/article/lev-manovich-ai-aesthetics Excerpt]. [https://bookmate.com/books/rb4SdD8j] [http://manovich.net/index.php/projects/ai-aesthetics-copy] [http://manovich.net/index.php/projects/ai-aesthetics]
 +
* Hito Steyerl, [https://monoskop.org/log/?p=20976 "The Language of Broken Glass"], Berlin: HKW, Jan 2019, 26 min. Lecture-performance video.
 
* Sarah Myers West, Meredith Whittaker, Kate Crawford, ''[[Media:AI_Now_Discriminating_Systems_Gender_Race_and_Power_in_AI_2019.pdf|Discriminating Systems: Gender, Race and Power in AI]]'', New York: AI Now Institute, Apr 2019, 33 pp. A report examining the lack of diversity in AI workplaces and biased technologies as deeply interconnected issues. [https://ainowinstitute.org/discriminatingsystems.html]
 
* Sarah Myers West, Meredith Whittaker, Kate Crawford, ''[[Media:AI_Now_Discriminating_Systems_Gender_Race_and_Power_in_AI_2019.pdf|Discriminating Systems: Gender, Race and Power in AI]]'', New York: AI Now Institute, Apr 2019, 33 pp. A report examining the lack of diversity in AI workplaces and biased technologies as deeply interconnected issues. [https://ainowinstitute.org/discriminatingsystems.html]
 +
* Julia Schneider, Lena Kadriye Ziyal, ''[[Media:Schneider_Julia_Ziyal_Lena_Kadriye_We_Need_to_Talk_AI_A_Comic_Essay_on_Artificial_Intelligence_2019.pdf|We Need to Talk, AI: A Comic Essay on Artificial Intelligence]]'', Berlin: Julia Schneider, May 2019, 56 pp, [[Media:Schneider_Julia_Ziyal_Lena_Kadriye_We_Need_to_Talk_AI_A_Comic_Essay_on_Artificial_Intelligence_2019.epub|EPUB]]. [https://weneedtotalk.ai]
 +
* Oscar Williams, [https://www.newstatesman.com/science-tech/technology/2019/06/how-big-tech-funds-debate-ai-ethics "How Big Tech Funds the Debate on AI Ethics"], ''New Statesman'', 6 Jun 2019.
 +
* Matteo Pasquinelli, [https://www.e-flux.com/journal/101/273221/  "Three Thousand Years of Algorithmic Rituals: The Emergence of AI from the Computation of Space"], ''e-flux'' 101, Jun 2019.
 +
* Nick Dyer-Witheford, Atle Mikkola Kjosen, James Steinhoff, ''[http://library.memoryoftheworld.org/#/book/bd54927b-b27f-4921-9a1a-ecfd6093d748 Inhuman Power: Artificial Intelligence and the Future of Capitalism]'', Pluto Press, Jun 2019. [https://www.plutobooks.com/9780745338606/inhuman-power/ Publisher].
 +
* Louise Amoore, [http://sci-hub.tw/10.1177/0263276419851846 "Doubt and the Algorithm: On the Partial Accounts of Machine Learning"], ''Theory, Culture & Society'', 26 Jun 2019.
 +
* Emma Strubell, Ananya Ganesh, Andrew McCallum, [https://arxiv.org/abs/1906.02243 "Energy and Policy Considerations for Deep Learning in NLP"], in ''57th Annual Meeting of the Association for Computational Linguistics (ACL)'', Jul 2019. [https://www.technologyreview.com/s/613630/training-a-single-ai-model-can-emit-as-much-carbon-as-five-cars-in-their-lifetimes/ Summary].
 +
* [https://monoskop.org/log/?p=21533 ''A Peer-Reviewed Journal About'' 8(1): "Machine Feeling"], eds. Christian Ulrik Andersen and Geoff Cox, Aarhus: Aarhus University, Aug 2019, 219 pp.
 +
* Kate Crawford, Trevor Paglen, [https://www.excavating.ai/ "Excavating AI: The Politics of Images in Machine Learning Training Sets"], New York: AI Now Institute, 19 Sep 2019. [https://imagenet-roulette.paglen.com/ ImageNet Roulette].
 +
 
* [https://monoskop.org/log/?tag=artificial-intelligence writings on artificial intelligence on Monoskop Log].
 
* [https://monoskop.org/log/?tag=artificial-intelligence writings on artificial intelligence on Monoskop Log].
  
 
===Software===
 
===Software===
 +
<div class="dpl" style="-moz-column-count:2; -webkit-column-count:2; column-count:2;">
 
* [https://www.tensorflow.org/ 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.
 
* [https://www.tensorflow.org/ 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.
 
* [https://ml5js.org/ ml5.js], an open source machine learning library for the web. Launched Jun 2018.
 
* [https://ml5js.org/ ml5.js], an open source machine learning library for the web. Launched Jun 2018.
Line 158: Line 184:
 
* [https://reiinakano.github.io/gan-playground/ GAN Playground - Explore Generative Adversarial Nets in your Browser], by Reiichiro Nakano, 2017.
 
* [https://reiinakano.github.io/gan-playground/ GAN Playground - Explore Generative Adversarial Nets in your Browser], by Reiichiro Nakano, 2017.
 
* [https://magenta.tensorflow.org/demos Magenta demos]
 
* [https://magenta.tensorflow.org/demos Magenta demos]
 +
</div>
  
 
===Datasets===
 
===Datasets===
Line 163: Line 190:
 
* Luke de Oliveira, [https://medium.com/startup-grind/fueling-the-ai-gold-rush-7ae438505bc2 "Fueling the Gold Rush: The Greatest Public Datasets for AI"], ''Medium'', 11 Feb 2017.
 
* Luke de Oliveira, [https://medium.com/startup-grind/fueling-the-ai-gold-rush-7ae438505bc2 "Fueling the Gold Rush: The Greatest Public Datasets for AI"], ''Medium'', 11 Feb 2017.
 
* [https://magenta.tensorflow.org/datasets Magenta datasets]
 
* [https://magenta.tensorflow.org/datasets Magenta datasets]
 +
 +
; See also
 +
* Madhumita Murgia, [http://kim.hfg-karlsruhe.de/microsoft-deletes-face-recognition-dataset/ "Microsoft quietly deletes largest public face recognition data set"], ''The Financial Times'', 6 Jun 2019.
  
 
===Courses and textbooks for artists===
 
===Courses and textbooks for artists===
Line 183: Line 213:
 
* [http://aiexperiments.withgoogle.com A.I. Experiments], a resource on machine learning art developed by Alexander Chen, creative director at Google Creative Lab, with Yotam Mann, C Christiansen, Jonas Jongejan, Gene Kogan, Kyle McDonald, et al. [https://twitter.com/alexanderchen/status/798677118473281537 Launched] on 16 Nov 2016.
 
* [http://aiexperiments.withgoogle.com A.I. Experiments], a resource on machine learning art developed by Alexander Chen, creative director at Google Creative Lab, with Yotam Mann, C Christiansen, Jonas Jongejan, Gene Kogan, Kyle McDonald, et al. [https://twitter.com/alexanderchen/status/798677118473281537 Launched] on 16 Nov 2016.
 
* Kailash Ahirwar, [https://towardsdatascience.com/important-resources-if-you-are-working-with-neural-style-transfer-or-deep-photo-style-transfer-719593b3dbf1 Important resources if you are working with Neural Style Transfer or Deep Photo Style Transfer], ''Medium'', 20 Aug 2017.
 
* Kailash Ahirwar, [https://towardsdatascience.com/important-resources-if-you-are-working-with-neural-style-transfer-or-deep-photo-style-transfer-719593b3dbf1 Important resources if you are working with Neural Style Transfer or Deep Photo Style Transfer], ''Medium'', 20 Aug 2017.
 +
* [http://kim.hfg-karlsruhe.de/category/courses/ Artificial Intelligence and Media Philosophy (KIM)] courses, HfG Karlsruhe, 2017ff.
 
* [https://design.google/library/ai/ People + AI Research], ''Google Design'', 2018ff.
 
* [https://design.google/library/ai/ People + AI Research], ''Google Design'', 2018ff.
  
Line 206: Line 237:
 
* Yann LeCun, Yoshua Bengio, Geoffrey Hinton, [http://sci-hub.tw/10.1038/nature14539 "Deep Learning"], ''Nature'' 521, 28 May 2015, pp 436-444. Critiqued by [http://people.idsia.ch/~juergen/deep-learning-conspiracy.html Schmidhuber] recasting the recent advances of deep learning as building on top of prior work with multilayer neural networks, going back decades.
 
* Yann LeCun, Yoshua Bengio, Geoffrey Hinton, [http://sci-hub.tw/10.1038/nature14539 "Deep Learning"], ''Nature'' 521, 28 May 2015, pp 436-444. Critiqued by [http://people.idsia.ch/~juergen/deep-learning-conspiracy.html Schmidhuber] recasting the recent advances of deep learning as building on top of prior work with multilayer neural networks, going back decades.
 
* Andrey Kurenkov, [http://www.andreykurenkov.com/writing/a-brief-history-of-neural-nets-and-deep-learning/ "A 'Brief' History of Neural Nets and Deep Learning"], [http://www.andreykurenkov.com/writing/a-brief-history-of-neural-nets-and-deep-learning-part-2 Part 2], [http://www.andreykurenkov.com/writing/a-brief-history-of-neural-nets-and-deep-learning-part-3/ Part 3], [http://www.andreykurenkov.com/writing/a-brief-history-of-neural-nets-and-deep-learning-part-4 Part 4], ''Andrey Kurenkov'' blog, 24 Dec 2015.
 
* Andrey Kurenkov, [http://www.andreykurenkov.com/writing/a-brief-history-of-neural-nets-and-deep-learning/ "A 'Brief' History of Neural Nets and Deep Learning"], [http://www.andreykurenkov.com/writing/a-brief-history-of-neural-nets-and-deep-learning-part-2 Part 2], [http://www.andreykurenkov.com/writing/a-brief-history-of-neural-nets-and-deep-learning-part-3/ Part 3], [http://www.andreykurenkov.com/writing/a-brief-history-of-neural-nets-and-deep-learning-part-4 Part 4], ''Andrey Kurenkov'' blog, 24 Dec 2015.
 +
* Stephanie Dick, [https://hdsr.mitpress.mit.edu/pub/0aytgrau "Artificial Intelligence"], ''Harvard Data Science Review'' 1, 23 Jun 2019.
  
  

Latest revision as of 09:43, 19 October 2019

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.

Events[edit]

2014[edit]

2015[edit]

  • 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.

2016[edit]

2017[edit]

2018[edit]

2019[edit]

Artists, designers, writers, musicians, makers[edit]

Initiatives[edit]

Literature, data, resources[edit]

Arts practice and criticism[edit]

Online galleries and collections[edit]

See also exhibitions in the 'Events' section above.

Recent debates on artificial intelligence in the humanities and social sciences[edit]

Software[edit]

  • 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

Datasets[edit]

See also

Courses and textbooks for artists[edit]

Textbooks
Video lectures
Introductions
MOOC
Resources

Research papers[edit]

Scientific introduction into deep learning[edit]

Historization of deep learning[edit]


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, Media labs, 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.

Software
communities of practice

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, Media labs, Net art, Neural aesthetics, Open hardware, Software art, VJing, VVVV.
See also Artists' cultures.