Difference between revisions of "Neural aesthetics"

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[[Image:Basic_structure_of_neural_network.jpg|thumb|258px|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. [https://www.academia.edu/33205589 Source].]]
 
[[Image:Basic_structure_of_neural_network.jpg|thumb|258px|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. [https://www.academia.edu/33205589 Source].]]
 
A resource on recent work between art/design and artificial neural networks in machine learning.
 
A resource on recent work between art/design and artificial neural networks in machine learning.
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Related notions: ''AI art'', ''creative AI'', ''art and artificial intelligence''.
  
 
==Events==
 
==Events==
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<div class="dpl" style="-moz-column-count:2; -webkit-column-count:2; column-count:2; font-size:.95em">
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====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.  
 
* [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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====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.
 
* [http://alt-ai.net/ alt-AI: exploring the intersection of artificial intelligence and art], School for Poetic Computation, New York, 20-22 May 2016. Symposium and [http://alt-ai.net/#exhibition exhibition]. Video recordings of [http://livestream.com/internetsociety/alt-ai/ talks]: Gene Kogan, [https://livestream.com/internetsociety/alt-ai/videos/124462219 Golan Levin], [https://livestream.com/internetsociety/alt-ai/videos/124529864 Cassie Tarakajian], [https://livestream.com/internetsociety/alt-ai/videos/124463029 Hannah Davis], [https://livestream.com/internetsociety/alt-ai/videos/124464273 Rebecca Fiebrink], [https://livestream.com/internetsociety/alt-ai/videos/124530231 Mike Tyka], [https://livestream.com/internetsociety/alt-ai/videos/124530462 Heather Dewey-Hagborg], [https://livestream.com/internetsociety/alt-ai/videos/124517643 Brian Whitman], [https://livestream.com/internetsociety/alt-ai/videos/124461704 Allison Parrish], [https://livestream.com/internetsociety/alt-ai/videos/124320550 Mario Klingemann], [https://livestream.com/internetsociety/alt-ai/videos/124461200 Lynn Cherny], [https://livestream.com/internetsociety/alt-ai/videos/124331127 Kathryn Hume]; performance: [https://livestream.com/internetsociety/alt-ai/videos/124463976 Jason Levine]. [https://vimeo.com/189974949 Interviews] (15 min), [https://vimeo.com/178885036 Exhibition highlights] (2 min). [http://genekogan.com/alt-AI/ Website mirror].
 
* [http://alt-ai.net/ alt-AI: exploring the intersection of artificial intelligence and art], School for Poetic Computation, New York, 20-22 May 2016. Symposium and [http://alt-ai.net/#exhibition exhibition]. Video recordings of [http://livestream.com/internetsociety/alt-ai/ talks]: Gene Kogan, [https://livestream.com/internetsociety/alt-ai/videos/124462219 Golan Levin], [https://livestream.com/internetsociety/alt-ai/videos/124529864 Cassie Tarakajian], [https://livestream.com/internetsociety/alt-ai/videos/124463029 Hannah Davis], [https://livestream.com/internetsociety/alt-ai/videos/124464273 Rebecca Fiebrink], [https://livestream.com/internetsociety/alt-ai/videos/124530231 Mike Tyka], [https://livestream.com/internetsociety/alt-ai/videos/124530462 Heather Dewey-Hagborg], [https://livestream.com/internetsociety/alt-ai/videos/124517643 Brian Whitman], [https://livestream.com/internetsociety/alt-ai/videos/124461704 Allison Parrish], [https://livestream.com/internetsociety/alt-ai/videos/124320550 Mario Klingemann], [https://livestream.com/internetsociety/alt-ai/videos/124461200 Lynn Cherny], [https://livestream.com/internetsociety/alt-ai/videos/124331127 Kathryn Hume]; performance: [https://livestream.com/internetsociety/alt-ai/videos/124463976 Jason Levine]. [https://vimeo.com/189974949 Interviews] (15 min), [https://vimeo.com/178885036 Exhibition highlights] (2 min). [http://genekogan.com/alt-AI/ Website mirror].
 
* [https://sites.google.com/site/musicartworkshop/ Music, Art & Machine Intelligence] workshop, San Francisco, 1 Jun 2016. Jointly hosted by Google's AMI and Magenta groups. [https://www.youtube.com/playlist?list=PL8h7Hk91ScJ2NKFS_i8y4DYk4Zg1LHn0a Video recordings of talks]. [https://medium.com/artists-and-machine-intelligence/music-art-machine-intelligence-2016-conference-proceedings-ea376a4e2576 Proceedings].
 
* [https://sites.google.com/site/musicartworkshop/ Music, Art & Machine Intelligence] workshop, San Francisco, 1 Jun 2016. Jointly hosted by Google's AMI and Magenta groups. [https://www.youtube.com/playlist?list=PL8h7Hk91ScJ2NKFS_i8y4DYk4Zg1LHn0a Video recordings of talks]. [https://medium.com/artists-and-machine-intelligence/music-art-machine-intelligence-2016-conference-proceedings-ea376a4e2576 Proceedings].
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* [http://recognition.tate.org.uk/ Recognition] exhibition, Tate Britain, London, 2 Sep-27 Nov 2016. An artificial intelligence program that compared artworks with up-to-the-minute photojournalism. Developed by Jolibrain (Alexandre Girard and Emmanuel Benazera) and Fabrica. [https://www.tate.org.uk/whats-on/tate-britain/exhibition/ik-prize-2016-recognition More].
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* [https://retune.de/festival/2016/topics/#Neuronal-Creation Neuronal Creation], exhibition and discussion track at [https://retune.de/festival/2016/ Retune Festival], Berlin, 6-8 Oct 2016. Report: [https://medium.com/@elluba/creative-machines-humans-and-cyborgs-at-retune-2016-a64823e4f48e Elliott] (Medium).
 
* [https://machineresearch.wordpress.com/about/ Machine Research – Research/PhD Workshop 2016], Brussels, 24-26 Oct 2016. Organised by Aarhus University, [[transmediale]], and [[Constant]]. Contributes to the transmediale festival programme for 2017.
 
* [https://machineresearch.wordpress.com/about/ Machine Research – Research/PhD Workshop 2016], Brussels, 24-26 Oct 2016. Organised by Aarhus University, [[transmediale]], and [[Constant]]. Contributes to the transmediale festival programme for 2017.
 
* [http://www.statefestival.org/2016/program-mainfestival STATE Festival 2016], Kühlhaus, Berlin, 4-5 Nov 2016. Conference, exhibition, performances, screenings and workshops exploring the intersection of current emotions research and artificial intelligence. Director: Christian Rauch.
 
* [http://www.statefestival.org/2016/program-mainfestival STATE Festival 2016], Kühlhaus, Berlin, 4-5 Nov 2016. Conference, exhibition, performances, screenings and workshops exploring the intersection of current emotions research and artificial intelligence. Director: Christian Rauch.
* [http://nm.merz-akademie.de/08/how-deep-is-your-dream/ How Deep is Your Dream], Merz Akademie, Stuttgart, 8 Nov - 6 Dec 2016. Weekly lecture series curated and moderated by Olia Lialina. Video recordings of talks: [http://www.merz-akademie.de/en/lectures/trapped-in-the-body-of-a-machine Sebastian Schmieg], [http://www.merz-akademie.de/en/lectures/artificial-intelligence Frieder Nake], [http://www.merz-akademie.de/en/lectures/artificial-fear-intelligence-of-life Lauren Huret], [http://www.merz-akademie.de/en/lectures/a-tiny-history-of-ai-and-knowledge-asymmetry Gene Kogan], [http://www.merz-akademie.de/en/lectures/avatars-at-echo-lake Simone C. Niquille].
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* [http://nm.merz-akademie.de/08/how-deep-is-your-dream/ How Deep is Your Dream], Merz Akademie, Stuttgart, 8 Nov - 6 Dec 2016. Weekly lecture series curated and moderated by Olia Lialina. Video recordings of talks: [https://vimeo.com/191123109 Sebastian Schmieg], [https://vimeo.com/192610870 Frieder Nake], [https://vimeo.com/195689761 Gene Kogan], [https://vimeo.com/196740140 Simone C. Niquille].
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====2017====
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* [https://www.eventbrite.co.uk/e/exhibition-machine-fictions-tickets-35962829792 Machine Fictions] exhibition, part of Leverhulme Centre for the Future of Intelligence Annual Conference, Webb Library, Jesus College, Cambridge, UK, 13-14 Jul 2017. Curated by Luba Elliott.
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* [https://schloss-post.com/category/web-residents/an-ai-summer/ An AI Summer] web residency programme, Akademie Schloss Solitude, Stuttgart, Summer 2017. Curated by Nora O Murchú. In collaboration with ZKM.
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* [https://ars.electronica.art/ai/en/ Ars Electronica: AI. Artificial Intelligence. Das andere Ich / The Other I], Linz, 7-11 Sep 2017. Festival featuring exhibitions, performances, conferences, etc. [[Media:Ars_Electronica_AI_Artificial_Intelligence_The_Other_I_2017.pdf|Catalogue]].
 
* [http://www.statefestival.org/program/ageoftheaiartisans The Age of AI Artisans], State of AI Pop-Up Studio, Los Angeles, 3-29 Oct 2017. Exhibition featuring ''Unhuman: Art in the Age of AI'', the first exhibition on art produced by the AICAN Algorithm.
 
* [http://www.statefestival.org/program/ageoftheaiartisans The Age of AI Artisans], State of AI Pop-Up Studio, Los Angeles, 3-29 Oct 2017. Exhibition featuring ''Unhuman: Art in the Age of AI'', the first exhibition on art produced by the AICAN Algorithm.
* [https://www.aec.at/ai/ Ars Electronica: AI. Artificial Intelligence. Das andere Ich / The Other I], Linz, 7-11 Sep 2017. Festival featuring exhibitions, performances, conferences, etc. [[Media:Ars_Electronica_AI_Artificial_Intelligence_The_Other_I_2017.pdf|Catalogue]].
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* [http://web.archive.org/web/20171219072111/http://www.facets-con.com:80/ Facets: Un-Conference on Art & Artificial Intelligence], Goethe Institut, New York, 28 Oct 2017. [https://livestream.com/internetsociety/facets17 Video recordings]. Report: [http://listheory.prattsils.org/facets-un-conference-on-art-artificial-intelligence/ Bishop] (LIS Theory).
* [https://zkm.de/en/event/2018/04/encoding-cultures-living-amongst-intelligent-machines Encoding Cultures: Living Amongst Intelligent Machines] conference, ZKM, Karlsruhe, 27-28 Apr 2018.
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* [http://www.expressive-systems.org/hex/01/ First Workshop on the History of Expressive Systems], part of the International Conference on Interactive Digital Storytelling (ICIDS), Funchal, Madeira, Portugal, 14 Nov 2017.
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* [http://metamakersinstitute.com/events/async/ ASYNC: Asynchronous Research on AI & Games], MetaMakers Institute, Falmouth University, Falmouth, UK, 25-27 Oct 2017. Incl. video recordings.
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====2018====
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* [https://www.creativecodingutrecht.nl/2017/12/24/ccu8-machine-makes-art/ When the Machine Makes Art], a special edition of Creative Coding Utrecht (CCU), De Stadstuin, Utrecht, 14 Jan 2018.
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* [https://www.quartierdesspectacles.com/en/media/colloque-i-a-rt_2018 I.A.rt Colloquium: Artificial Intelligence and Data Serving Creative Work for Public Spaces], Pavillon Sherbrooke, Université du Québec à Montréal, Montreal, 22 Feb 2018. [http://s3.amazonaws.com/medias.quartierdesspectacles.com/activites/2018/colloque-i-a-rt/programme-colloquiumiart-long-final-web.pdf Programme].
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* [http://arsincognita.concept-script.com Ars Incognita: Poetics of Artificial Creativity: Symposium on Art and Artificial Intelligence], Centro Atlántico de Arte Moderno (CAAM), Spain, 15-17 Mar 2018. Dir. Héctor Rodríguez, associate dir. Tomás Laurenzo, artistic dir. Álvaro Rodríguez Fominaya.  
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* [https://zkm.de/en/event/2018/04/encoding-cultures-living-amongst-intelligent-machines Encoding Cultures: Living Amongst Intelligent Machines] conference, ZKM, Karlsruhe, 27-28 Apr 2018. [https://zkm.de/en/event/2018/04/encoding-cultures-living-amongst-intelligent-machines/video-documentation Video recordings].
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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.
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* [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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* [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://www.christies.com/features/A-collaboration-between-two-artists-one-human-one-a-machine-9332-1.aspx Christie's auctions work made by the French collective Obvious], [https://news.artnet.com/market/artificial-intelligence-christies-1335170 first announced Aug 2018], sold for $432,500 on 25 Oct 2018; [https://news.artnet.com/art-world/ai-art-comes-to-market-is-it-worth-the-hype-1352011 sparking debate from established artists in the field], 25 Sep 2018; and [https://www.artnome.com/news/2018/10/13/the-ai-art-at-christies-is-not-what-you-think prompting further investigation], 14 Oct 2018.
 
* [http://mediacityseoul.kr/2018/ Seoul Mediacity Biennale 2018: Eu Zen] exhibition, Seoul Museum of Art, Seoul, 6 Sep-18 Nov 2018.
 
* [http://mediacityseoul.kr/2018/ Seoul Mediacity Biennale 2018: Eu Zen] exhibition, Seoul Museum of Art, Seoul, 6 Sep-18 Nov 2018.
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* [https://www.vam.ac.uk/event/Ed6aWGg9/artificially-intelligent-display Artificially Intelligent], exhibition, part of Digital Design Weekend, V&A, London, 6 Sep-31 Dec 2018. [https://vanda-production-assets.s3.amazonaws.com/2018/08/14/09/09/32/a9a2e652-bff4-4240-a66a-cb010f3961b9/V&A%20MUSEUM%20BOOKLETvfinalnobleed.pdf Booklet]. [https://www.vam.ac.uk/blog/digital/artificially-intelligent-digital-design-weekend-2018 Summary].
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* [https://sites.google.com/view/eccvfashion/home First Workshop on Computer Vision for Fashion, Art and Design], part of European Conference on Computer Vision (ECCV), Munich, 14 Sep 2018. [https://computervisionart.com/ Selected artworks].
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* [https://luxlogai.uni.lu/ai-and-art/ LuxLogAI 2018: Luxembourg Logic for AI Summit: AI + Art], University of Luxembourg, Luxembourg, 17-21 Sep 2018. Organised by Yolanda Spinola-Elias and Egberdien van der Torre.
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* [http://aiiacph.com/ Artificial Intelligence / Intelligent Art: Student Conference on Art], Copenhagen University, Copenhagen, 1-2 Oct 2018.
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* [https://www.serpentinegalleries.org/exhibitions-events/pierre-huyghe-uumwelt Pierre Huyghe: UUmwelt] exhibition, Serpentine Galleries, London, 3 Oct 2018-10 Feb 2019. [https://www.serpentinegalleries.org/files/downloads/1615.serp_pierre_huyghe_guide_final.pdf Exhibition guide]. [https://www.theguardian.com/artanddesign/2018/oct/02/pierre-huyghe-serpentine-gallery-london Interview] (Guardian).
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* [https://www.coe.int/en/web/portal/-/e-relevance-of-culture-in-the-age-of-ai E-relevance of Culture in the Age of AI], expert seminar, Rijeka, Croatia, 12-13 Oct 2018. Organised in the framework of the Croatian Chairmanship of the Committee of Ministers of the Council of Europe. [https://vimeo.com/297905784 Video testimonials].
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* [https://state-studio.com/program/2018/art-and-ai-shamans-of-the-digital-renaissance Art and AI: Shamans of the Digital Renaissance], salon and performances, Silent Green, Berlin, 18 Oct 2018.
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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.
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* [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://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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====2019====
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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.
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</div>
  
==Artists, designers==
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==Artists, designers, writers, musicians, makers==
 
<div class="dpl" style="-moz-column-count:2; -webkit-column-count:2; column-count:2; font-size:.95em">
 
<div class="dpl" style="-moz-column-count:2; -webkit-column-count:2; column-count:2; font-size:.95em">
* [http://www.cavvia.net/ Anil Bawa-Cavia], [https://twitter.com/cavvia @cavvia], Berlin.  
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* [http://www.memo.tv/ Memo Akten], [https://twitter.com/memotv @memotv], Istanbul.
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* [https://albertbarque.com/ Albert Barqué-Duran], [https://twitter.com/albertbarque @albertbarque], London, Berlin & Barcelona.
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* [https://github.com/robbiebarrat Robbie Barrat], [https://twitter.com/DrBeef_/ @DrBeef_], SF Bay Area.
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* [http://www.cavvia.net/ Anil Bawa-Cavia], [https://twitter.com/cavvia @cavvia], Berlin & London.  
 
* [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://www.hannahishere.com/ Hannah Davis], [https://twitter.com/ahandvanish @ahandvanish], Paris.
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* [http://sougwen.com Sougwen 愫君 Chung], [https://twitter.com/sougwen @sougwen], NYC.
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* [https://www.instagram.com/soficrespo91/ Sofia Crespo], [https://twitter.com/soficrespo91 @soficrespo91], Berlin.
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* [http://ursuladamm.de/ Ursula Damm], Berlin & Weimar.
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* [http://www.hannahishere.com/ Hannah Davis], [https://twitter.com/ahandvanish @ahandvanish], NYC.
 
* [http://deweyhagborg.com/ Heather Dewey-Hagborg], [https://twitter.com/hdeweyh @hdeweyh], Chicago & NYC.
 
* [http://deweyhagborg.com/ Heather Dewey-Hagborg], [https://twitter.com/hdeweyh @hdeweyh], Chicago & NYC.
 
* [https://www.doc.gold.ac.uk/~mas01rf/ Rebecca Fiebrink], [https://twitter.com/rebeccafiebrink @rebeccafiebrink], London.
 
* [https://www.doc.gold.ac.uk/~mas01rf/ Rebecca Fiebrink], [https://twitter.com/rebeccafiebrink @rebeccafiebrink], London.
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* [https://rossgoodwin.com/ Ross Goodwin], [https://twitter.com/rossgoodwin @rossgoodwin], Los Angeles.
 
* [http://mario-klingemann.tumblr.com/ Mario Klingemann], [https://twitter.com/quasimondo @quasimondo], Munich.
 
* [http://mario-klingemann.tumblr.com/ Mario Klingemann], [https://twitter.com/quasimondo @quasimondo], Munich.
 
* [http://www.genekogan.com Gene Kogan], [https://twitter.com/genekogan @genekogan], Berlin.
 
* [http://www.genekogan.com Gene Kogan], [https://twitter.com/genekogan @genekogan], Berlin.
 
* [http://kylemcdonald.net/ Kyle McDonald], [https://twitter.com/kcimc @kcimc], Los Angeles.
 
* [http://kylemcdonald.net/ Kyle McDonald], [https://twitter.com/kcimc @kcimc], Los Angeles.
 
* [http://www.technofle.sh Simone C. Niquille], [https://twitter.com/s__c__n @s__c__n], Amsterdam.
 
* [http://www.technofle.sh Simone C. Niquille], [https://twitter.com/s__c__n @s__c__n], Amsterdam.
* [http://www.tivonrice.com Tivon Rice], [https://twitter.com/tivonrice @tivonrice], Seattle.
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* Helena Nikonole, Moscow.
* [http://sebastianschmieg.com/ Sebastian Schmieg], [https://twitter.com/s_schmieg @s_schmieg], Berlin.
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* [http://andreasrefsgaard.dk/ Andreas Refsgaard], [https://twitter.com/AndreasRef @AndreasRef], Copenhagen.
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* [http://www.tivonrice.com Tivon Rice], [https://twitter.com/tivonrice @tivonrice], Seattle & The Hague.
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* [http://annaridler.com/ Anna Ridler], [https://twitter.com/annaridler @annaridler], London.
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* [https://www.instagram.com/helena.sarin/ Helena Sarin], [https://twitter.com/glagolista @glagolista].
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* [https://philippschmitt.com/ Philipp Schmitt], [https://twitter.com/philippschmitt @philippschmitt], NYC.
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* [http://1023.io/ Yining Shi], [https://twitter.com/yining_shi @yining_shi], NYC.
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* [http://ssbkyh.com/ Shinseungback Kimyonghun] (Shin Seung Back & Kim Yong Hun), [https://twitter.com/ssbkyh @ssbkyh], Seoul.
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* [http://wxs.ca/ Xavier Snelgrove], [https://twitter.com/wxswxs @wxswxs], Toronto.
 
* [http://cassietarakajian.com/ Cassie Tarakajian], [https://twitter.com/hellothisiscass @hellothisiscass], Brooklyn, NY.
 
* [http://cassietarakajian.com/ Cassie Tarakajian], [https://twitter.com/hellothisiscass @hellothisiscass], Brooklyn, NY.
 
* [[Francis Tseng]], [https://twitter.com/frnsys @frnsys], Brooklyn, NY.
 
* [[Francis Tseng]], [https://twitter.com/frnsys @frnsys], Brooklyn, NY.
 
* [https://mtyka.github.io/ Michael Tyka], [https://twitter.com/mtyka @mtyka], Seattle.
 
* [https://mtyka.github.io/ Michael Tyka], [https://twitter.com/mtyka @mtyka], Seattle.
 +
* [https://cvalenzuelab.com/ Cristóbal Valenzuela], [https://twitter.com/c_valenzuelab @c_valenzuelab], NYC.
 +
* [https://dribnet.bigcartel.com/ Tom White], [https://twitter.com/dribnet @dribnet], Wellington.
 +
* [https://www.samim.io/ Samim Winiger], [https://twitter.com/samim @samim], Berlin.
 
</div>
 
</div>
  
Line 42: Line 96:
 
* [http://www.fastforwardlabs.com/ Fast Forward Labs], a machine intelligence research company, New York.
 
* [http://www.fastforwardlabs.com/ Fast Forward Labs], a machine intelligence research company, New York.
 
* [https://medium.com/artists-and-machine-intelligence Artists and Machine Intelligence] (AMI). A program at Google that brings together artists and engineers to realize projects using Machine Intelligence. [https://ami.withgoogle.com/]
 
* [https://medium.com/artists-and-machine-intelligence Artists and Machine Intelligence] (AMI). A program at Google that brings together artists and engineers to realize projects using Machine Intelligence. [https://ami.withgoogle.com/]
* [http://magenta.tensorflow.org/welcome-to-magenta Magenta], a Google Brain project dedicated to generate art using machine learning. Started in June 2016. [http://research.google.com/pubs/author39086.html]
+
* [http://magenta.tensorflow.org Magenta], a Google Brain project dedicated to generating art and music using machine learning. Started in June 2016. [http://research.google.com/pubs/author39086.html]
 +
* [https://sites.google.com/site/digihumanlab/home Art and Artificial Intelligence Laboratory], Rutgers University, New Brunswick, NJ. Founding director: Ahmed Elgammal.
 +
* [https://www.meetup.com/Creative-AI/ Creative AI] meetup group, since September 2016. Founded by Luba Elliott.
 +
* [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://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.
* [https://sites.google.com/site/digihumanlab/home Art and Artificial Intelligence Laboratory], Rutgers University, New Brunswick, NJ. Founding director: Ahmed Elgammal.
 
  
 
==Literature, data, resources==
 
==Literature, data, resources==
 +
===Art practice and criticism===
 +
* 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.
 +
* [[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].
 +
* [https://www.flashartonline.com/issue/316-september-october-2017/ ''Flash Art'' 316: "Artificial Intelligence"], Sep-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.
 +
* Sam Gaskin, [https://www.artsy.net/article/artsy-editorial-art-created-artificial-intelligence-sells-paid "When Art Created by Artificial Intelligence Sells, Who Gets Paid?"], ''Artsy'', 17 Sep 2018.
 +
* Ahmed Elgammal, [https://www.smithsonianmag.com/innovation/with-ai-art-process-is-more-important-than-product-180970559 "With AI Art, Process Is More Important Than the Product"], ''Smithsonian.com'', 16 Oct 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.
 +
 +
===Online galleries and collections===
 +
''See also exhibitions in the 'Events' section above.''
 +
* [http://nips4creativity.com Art Gallery: NIPS Machine Learning for Creativity and Design], a collection of art, music and design using machine learning. A part of the NIPS Machine Learning for Creativity and Design Workshop 2017. Curated by Luba Elliott.
 +
* [https://computervisionart.com/ Computer Vision Art Gallery], 2018. Organised by Xavier Snelgrove and Luba Elliott.
 +
 +
===Recent debates on artificial intelligence in the humanities and social sciences===
 +
* 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, 2015, pp 279-289.
 +
* 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.
 +
** [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}}
 +
* 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.
 +
* 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.
 +
* 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.
 +
 +
* [https://monoskop.org/log/?tag=artificial-intelligence writings on artificial intelligence on Monoskop Log].
 +
 +
===Software===
 +
* [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://magenta.tensorflow.org/studio 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.
 +
* [https://runwayapp.ai/ Runway], a toolkit that adds artificial intelligence capabilities to design and creative platforms. Built by Cristóbal Valenzuela. First alpha released May 2018.
 +
* [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]
 +
 +
===Datasets===
 +
* [https://toolbox.google.com/datasetsearch Google Dataset Search]
 +
* 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]
 +
 
===Courses and textbooks for artists===
 
===Courses and textbooks for artists===
 
; Textbooks
 
; Textbooks
 
* Francis Tseng, [http://frnsys.com/ai_notes/ "Notes on Artificial Intelligence"], started Fall 2015.
 
* Francis Tseng, [http://frnsys.com/ai_notes/ "Notes on Artificial Intelligence"], started Fall 2015.
 
* Gene Kogan, Francis Tseng, ''[http://ml4a.github.io/ Machine Learning for Artists]'', 2016f. Book in progress.
 
* Gene Kogan, Francis Tseng, ''[http://ml4a.github.io/ Machine Learning for Artists]'', 2016f. Book in progress.
 +
 
; Video lectures
 
; Video lectures
* Gene Kogan, [http://ml4a.github.io/classes/itp-S16/ "Machine Learning for Artists"], course taught at ITP, New York University, New York, Spring 2016. 6 lectures, ~15 hours.  
+
* Gene Kogan, [http://ml4a.github.io/classes/itp-S16/ "Machine Learning for Artists"], course taught at ITP, New York University, New York, Spring 2016. 6 lectures, ~15 hours. [https://medium.com/@genekogan/machine-learning-for-artists-e93d20fdb097 Announcement].
 
* Gene Kogan, [http://ml4a.github.io/classes/neural-aesthetic/ "The Neural Aesthetic"], course taught at School Of Machines, Making, and Make-Believe, Berlin, Summer 2016. 8 lectures, ~18 hours.
 
* Gene Kogan, [http://ml4a.github.io/classes/neural-aesthetic/ "The Neural Aesthetic"], course taught at School Of Machines, Making, and Make-Believe, Berlin, Summer 2016. 8 lectures, ~18 hours.
 +
* Gene Kogan, [http://ml4a.github.io/classes/itp-F18/ "The Neural Aesthetic"], course taught at ITP, New York University, New York, Fall 2018. 12 lectures.
 +
 
; Introductions
 
; Introductions
 
* Kyle McDonald, [https://medium.com/@kcimc/a-return-to-machine-learning-2de3728558eb "A Return to Machine Learning"], ''Medium'', 7 Oct 2016.
 
* Kyle McDonald, [https://medium.com/@kcimc/a-return-to-machine-learning-2de3728558eb "A Return to Machine Learning"], ''Medium'', 7 Oct 2016.
; Research papers
+
 
 +
; MOOC
 +
* Rebecca Fiebrink, [https://www.kadenze.com/courses/machine-learning-for-musicians-and-artists/info Machine Learning for Musicians and Artists], Goldsmiths University of London. Launched 2016.
 +
 
 +
; Resources
 +
* [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.
 +
* [https://design.google/library/ai/ People + AI Research], ''Google Design'', 2018ff.
 +
 
 +
===Research papers===
 
* Memo Akten, Mick Grierson, [https://arxiv.org/abs/1612.04876 "Collaborative Creativity with Monte-Carlo Tree Search and Convolutional Neural Networks"], Dec 2016.
 
* Memo Akten, Mick Grierson, [https://arxiv.org/abs/1612.04876 "Collaborative Creativity with Monte-Carlo Tree Search and Convolutional Neural Networks"], Dec 2016.
 
* Memo Akten, Mick Grierson, [https://arxiv.org/abs/1612.04687 "Real-Time Interactive Sequence Generation and Control with Recurrent Neural Network Ensembles"], Dec 2016.
 
* Memo Akten, Mick Grierson, [https://arxiv.org/abs/1612.04687 "Real-Time Interactive Sequence Generation and Control with Recurrent Neural Network Ensembles"], Dec 2016.
 +
* Pilar Rosado, "Computer Vision Models to Categorize Art Collections According to the Visual Content: A New Approach to the Abstract Art of Antoni Tàpies", ''Leonardo'', Feb 2017. Based on PhD from U Barcelona, 2015. [https://doi.org/10.1162/LEON_a_01443]
 
* Ahmed Elgammal, Bingchen Liu, Mohamed Elhoseiny, Marian Mazzone, [https://arxiv.org/abs/1706.07068 "CAN: Creative Adversarial Networks, Generating 'Art' by Learning About Styles and Deviating from Style Norms"], Jun 2017.
 
* Ahmed Elgammal, Bingchen Liu, Mohamed Elhoseiny, Marian Mazzone, [https://arxiv.org/abs/1706.07068 "CAN: Creative Adversarial Networks, Generating 'Art' by Learning About Styles and Deviating from Style Norms"], Jun 2017.
 
* Daniel Berio, Memo Akten, Frederic Fol Leymarie, Mick Grierson, Réjean Plamondon, [https://arxiv.org/abs/1710.01214 "Calligraphic Stylisation Learning with a Physiologically Plausible Model of Movement and Recurrent Neural Networks"], Sep 2017.
 
* Daniel Berio, Memo Akten, Frederic Fol Leymarie, Mick Grierson, Réjean Plamondon, [https://arxiv.org/abs/1710.01214 "Calligraphic Stylisation Learning with a Physiologically Plausible Model of Movement and Recurrent Neural Networks"], Sep 2017.
 +
* Ahmed Elgammal, Yan Kang, Milko Den Leeuw, [https://arxiv.org/abs/1711.03536 "Picasso, Matisse, or a Fake? Automated Analysis of Drawings at the Stroke Level for Attribution and Authentication"], Nov 2017.
 
* Ahmed Elgammal, Marian Mazzone, Bingchen Liu, Diana Kim, Mohamed Elhoseiny, [https://arxiv.org/abs/1801.07729 "The Shape of Art History in the Eyes of the Machine"], Jan 2018.
 
* Ahmed Elgammal, Marian Mazzone, Bingchen Liu, Diana Kim, Mohamed Elhoseiny, [https://arxiv.org/abs/1801.07729 "The Shape of Art History in the Eyes of the Machine"], Jan 2018.
; Resources
+
* [https://magenta.tensorflow.org/research Magenta research papers], [https://ai.google/research/pubs/?collection=magenta]
* [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.
 
* [https://design.google/library/ai/ People + AI Research], ''Google Design'', 2018ff.
 
 
 
===Data sets===
 
* 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.
 
  
 
===Scientific introduction into deep learning===
 
===Scientific introduction into deep learning===
 
* Ethem Alpaydin, ''[http://gen.lib.rus.ec/book/index.php?md5=AAA419AE3AB733EBEAAFEC210E4CC2F5 Introduction to Machine Learning]'', MIT Press, 2004, 400 pp; [http://gen.lib.rus.ec/book/index.php?md5=7678204820FBE2E3D90A0C253EFF4F05 2nd ed.], 2009, 584 pp; [http://gen.lib.rus.ec/book/index.php?md5=68BB7D8062C844E3C11276546B55A751 3rd ed.], 2014, 640 pp.
 
* Ethem Alpaydin, ''[http://gen.lib.rus.ec/book/index.php?md5=AAA419AE3AB733EBEAAFEC210E4CC2F5 Introduction to Machine Learning]'', MIT Press, 2004, 400 pp; [http://gen.lib.rus.ec/book/index.php?md5=7678204820FBE2E3D90A0C253EFF4F05 2nd ed.], 2009, 584 pp; [http://gen.lib.rus.ec/book/index.php?md5=68BB7D8062C844E3C11276546B55A751 3rd ed.], 2014, 640 pp.
 +
* Christopher M. Bishop, ''[Pattern Recognition and Machine Learning]'', Springer, 2011, 738 pp.
 
* Michael Nielsen, ''[http://neuralnetworksanddeeplearning.com/ Neural Networks and Deep Learning]'', Determination Press, 2015.
 
* Michael Nielsen, ''[http://neuralnetworksanddeeplearning.com/ Neural Networks and Deep Learning]'', Determination Press, 2015.
 
* Ian Goodfellow, Yoshua Bengio, Aaron Courville, ''[http://www.deeplearningbook.org/ Deep Learning]'', MIT Press, 2016.
 
* Ian Goodfellow, Yoshua Bengio, Aaron Courville, ''[http://www.deeplearningbook.org/ Deep Learning]'', MIT Press, 2016.
Line 79: Line 190:
 
* 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.
 
===Recent debates on artificial intelligence in the humanities and social sciences===
 
* 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, 2015, pp 279-289.
 
* 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.
 
** [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.
 
* 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.
 
* [https://monoskop.org/log/?tag=artificial-intelligence writings on artificial intelligence on Monoskop Log].
 
 
===Art practice and criticism===
 
* ''[[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]. {{en}}
 
* [[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/]
 
* Tim Schneider, Naomi Rea, [https://news.artnet.com/art-world/ai-art-comes-to-market-is-it-worth-the-hype-1352011 "Has Artificial Intelligence Given Us the Next Great Art Movement? Experts Say Slow Down, the ‘Field Is in Its Infancy’"], ''Artnet News'', 25 Sep 2018.
 
* Ahmed Elgammal, [https://www.smithsonianmag.com/innovation/with-ai-art-process-is-more-important-than-product-180970559 "With AI Art, Process Is More Important Than the Product"], ''Smithsonian.com'', 16 Oct 2018.
 
  
  

Revision as of 10:18, 8 January 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

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. 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

2017

2018

2019

Artists, designers, writers, musicians, makers

Initiatives

Literature, data, resources

Art practice and criticism

Online galleries and collections

See also exhibitions in the 'Events' section above.

Recent debates on artificial intelligence in the humanities and social sciences

Software

  • 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

Courses and textbooks for artists

Textbooks
Video lectures
Introductions
MOOC
Resources

Research papers

Scientific introduction into deep learning

Historization of deep learning


Art and culture

Avant-garde and modernist magazines, Dance, 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, Art and activism, Community television, Hacktivism, Community 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, Decolonial aesthetics, Post-digital, Neural aesthetics. Visual art, Contents, Index, About.

Software
communities of practice

Art and technology centres, Circuit bending, Community servers, Copyright activism, Data activism, Demoscene, Digital libraries, DIY biology, Federated networks, File sharing, Free software, Game art, Hacker culture, Hackerspaces, Hacktivism, Internet activism, Libre graphics, Live coding, Live video, Maker culture, Media archives, Net art, Neural aesthetics, Open hardware, Shadow libraries, Software art. Art and culture, Contents, Index, About.