Difference between revisions of "Neural aesthetics"

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==Events==
 
==Events==
 
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====2014====
 +
* [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.]
 +
 
====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.  
+
* [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://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://www.hek.ch/en/program/events-en/event/entangled-realities-living-with-artificial-intelligence.html Entangled Realities – Living with Artificial Intelligence Entangled Realities. Living with Artificial Intelligence], exhibition, HEK - House of Electronic Arts, Basel, 9 May-11 Aug 2019. Curated by Sabine Himmelsbach and Boris Magrini.
 
* [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.
 
* [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://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://www.mak.at/jart/prj3/mak-resp/main.jart?rel=en&reserve-mode=active&content-id=1461719618760&article_id=1542957252132&event_id=1542957252147 Uncanny Values: Artificial Intelligence & You] exhibition, MAK, Vienna, 29 May-6 Oct 2019. Curated by Paul Feigelfeld and Marlies Wirth.
+
* [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]
 +
* [https://www.ixdm.ch/reimagining-ai/ Re-imagining AI: Scholars, Artists and Designers in Dialogue], symposium, Institute of Experimental Design and Media Cultures IXDM, FHNW Academy of Art and Design, Basel, 20-21 Jun 2019. [https://vimeo.com/showcase/6375722 Video documentation].
 +
* [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.
 +
* [https://www.cais.nrw/veranstaltungen/what-is-the-art-in-artificial-intelligence/ SUSI.ai: What is the Art in Artificial Intelligence?], workshop, Center for Advanced Internet Studies (CAIS), Bochum, 14-15 Nov 2019. Organised by [[Renée Ridgway]].
 +
* [https://www.sciarc.edu/events/events/fear-and-wonder-3 Fear and Wonder 3: Futures of AI Symposium], W.M. Keck Lecture Hall, Los Angeles, 20 Nov 2019. Curated by Liam Young. [https://www.facebook.com/events/1194517450752589/]
 +
* [http://electromuseum.ru/en/event/learning-machines-obuchennye-mashiny/ Learning Machines], exhibition, Electromuseum, Moscow, 13 Dec 2019-2 Feb 2020. Curated by Helena Nikonole and [[Alexei Shulgin]].
 +
* [https://neurips2019creativity.github.io/ Machine Learning for Creativity and Design: NeurIPS 2019 Workshop], Vancouver, 14 Dec 2019. [http://www.aiartonline.com/ AI Art Gallery], compiled from art, music and design submissions.
 +
 
 +
====2020====
 +
* [https://www.cqam.org/en/activites/ai-art-knowledge-industry/ Artificial intelligence at the intersection of art, knowledge and industry], forum, Montreal, 7 Feb 2020. Organised by the Conseil québécois des arts médiatiques in collaboration with Element AI and Hexagram.
 +
* [https://kunsthalltrondheim.no/utstillinger/jenna-sutela/?lang=en Jenna Sutela: NO NO NSE NSE], exhibition, Kunsthall Trondheim, Trondheim, 4 Mar-3 May 2020. Curated by Stefanie Hessler.
 +
* [https://zkm.de/en/exhibition/2020/03/artificial-empathy-installationen Artificial Empathy – Installationen], exhibition, ZKM, Karlsruhe, 27-29 Mar 2020. Accompanied the [https://zkm.de/en/event/2020/03/artificial-empathy Artificial Empathy: International Conference on Artificial Emotions and Affective Computing].
 +
* [https://www.ainarratives.com/jewishai ‘An Epoch of Golem-Making’: Artificial Intelligence and the Jewish Imaginary], workshop, 12 Nov 2020. Organised by the Leverhulme Centre for the Future of Intelligence (University of Cambridge) and Periculum (Charles University) as part of the [https://www.ainarratives.com Global AI Narratives Project].
 
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* [http://www.doc.gold.ac.uk/~mas01rf/ Rebecca Fiebrink], [https://twitter.com/rebeccafiebrink @rebeccafiebrink], London.
 
* [http://www.doc.gold.ac.uk/~mas01rf/ Rebecca Fiebrink], [https://twitter.com/rebeccafiebrink @rebeccafiebrink], London.
 
* [http://rossgoodwin.com/ Ross Goodwin], [https://twitter.com/rossgoodwin @rossgoodwin], Los Angeles.
 
* [http://rossgoodwin.com/ Ross Goodwin], [https://twitter.com/rossgoodwin @rossgoodwin], Los Angeles.
 +
* [https://hamosova.com/ Lenka Hamosova], [https://twitter.com/lenkahamosova @lenkahamosova], Prague.
 +
* [http://www.larsholdhus.com/ Lars TCF Holdhus], [https://twitter.com/larsholdhus @larsholdhus], Berlin.
 
* [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.
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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].
 +
* [http://www.aiartonline.com/ AI Art Gallery], a collection of art, music and design using machine learning, since 2017. Curated by Luba Elliott.
 
* [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.
* [http://postdigital.ens.fr/ Artificial imagination, research seminar, Ecole Normale Superieure, Paris. Founding by Beatrice Joyeux-Prunel and Gregory Chatonsky], 2017.
+
* [https://www.ainarratives.com Global AI Narratives Project], Leverhulme Centre for the Future of Intelligence (University of Cambridge), since 2018.
  
 
==Literature, data, resources==
 
==Literature, data, resources==
 +
 
===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.
+
 
 +
* [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.
 +
 +
* Aaron Hertzmann, [https://www.mdpi.com/2076-0752/7/2/18/htm "Can Computers Create Art?"], ''Arts'' 7:2, 10 May 2018.
 +
 
* 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.
 
* 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.
 
* 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.
 
* 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}}
* ''Art and Machine Learning'', Graz: mur.at, forthcoming end of 2019. [https://mur.at/post/ml-call-for-papers/ CfP].
+
 
 +
* Ian Bogost, [https://www.theatlantic.com/technology/archive/2019/03/ai-created-art-invades-chelsea-gallery-scene/584134/ "The AI-Art Gold Rush Is Here"], ''The Atlantic'', 6 Mar 2019.
 +
 
 +
* Fabian Offert, [https://thegradient.pub/the-past-present-and-future-of-ai-art/ "The Past, Present, and Future of AI Art"], ''The Gradient'', 18 Jun 2019.
 +
 
 +
* Shauna Jean Doherty, [[Media:Doherty Shauna Jean 2019 Art in the Age of Artificial Intelligence.pdf|"Art in the Age of Artificial Intelligence"]], ''esse'' 97: "Appropriation", Autumn 2019, pp 30-41. [https://www.erudit.org/en/journals/esse/2019-n97-esse04801/91455ac/]
 +
 
 +
* Luke Stark, Kate Crawford, [https://doi.org/10.24908/ss.v17i3/4.10821 "The Work of Art in the Age of Artificial Intelligence: What Artists Can Teach Us About the Ethics of Data Practice"], ''Surveillance & Society'' 17(3-4): "Visibilities and New Models of Policing", Sep 2019.
 +
 
 +
* ''Entangled Realities: Living with Artificial Intelligence / Leben mit künstlicher Intelligenz'', eds. Sabine Himmelsbach and Boris Magrini, Merian, 2019, 229 pp. Catalogue. [https://www.hek.ch/en/program/events-en/event/entangled-realities-living-with-artificial-intelligence.html Exhibition]. Review: [http://neural.it/2020/01/edited-by-sabine-himmelsbach-boris-magrini-entangled-realities-living-with-artificial-intelligence-leben-mit-kunstlicher-intelligenz/ Cianciotta] (Neural). {{en}}/{{de}}
 +
 
 +
* Marco Donnarumma, Wesley Goatley, Helena Nikonole, [https://tinyurl.com/critical-ai "Critical Art and the Ethics of AI"], Dec 2019ff. [https://cryptpad.fr/pad/#/2/pad/view/H44naOgAhHBdcF2vb2HDKtCpWs0hV2sHML8yMKIp9I0/]
 +
 
 +
* ''Espace'' 124: "IA, art sans artistes? / AI, art without artists?", Montreal, Jan 2020. Special issue of magazine. [https://espaceartactuel.com/en/creating-ai/ Introduction]. [https://espaceartactuel.com/en/124-winter-2020/ TOC]. {{fr}}/{{en}}
 +
 
 +
* Yair Rubinstein, [https://online.ucpress.edu/res/article/1/1/77/109394/ "Uneasy Listening: Towards a Hauntology of AI-Generated Music"], ''Resonance'' 1:1, Spring 2020, pp 77-93.
 +
 
 +
* 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]].
 +
 
 +
* ''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/]
  
 
===Online galleries and collections===
 
===Online galleries and collections===
''See also exhibitions in the 'Events' section above.''
+
 
 +
''See also exhibitions in the [[#Events|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.
 
* [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.
 
* [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===
 
===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, 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, Sep 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.  
+
 
 +
* Matteo Pasquinelli (ed.), ''[https://monoskop.org/log/?p=15585 Alleys of Your Mind: Augmented Intelligence and Its Traumas]'', Lüneburg: Meson, Nov 2015, 212 pp.
 +
 
 +
* 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.
+
 
 +
* 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.
* 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, 2019, 26 min. Lecture-performance video.
+
* ''[https://www.montrealdeclaration-responsibleai.com/reports-of-montreal-declaration Report: Montréal Declaration for a Responsible Development of Artificial Intelligence]'', Montréal, Dec 2018, 305 pp, [[Media:Report Montreal Declaration for a Responsible Development of Artificial Intelligence 2018.pdf|PDF]]. {{en}}
 +
** ''[https://www.montrealdeclaration-responsibleai.com/ Montréal Declaration for a Responsible Development of Artificial Intelligence]'', Montréal, Dec 2018, [[Media:Montreal Declaration for a Responsible Development of Artificial Intelligence 2018.pdf|PDF]]. {{en}},{{multi}}
 +
 
 +
* Lev Manovich, ''[[Media:Manovich Lev AI Aesthetics 2018.pdf|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.
 
* 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.
 +
 +
* Katerina Cizek, William Uricchio, Sarah Wolozin, [https://wip.mitpress.mit.edu/pub/collective-wisdom-part-6 "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.
 +
 +
* 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, [[Media:Pasquinelli Matteo 2019 Three Thousand Years of Algorithmic Rituals The Emergence of AI from the Computation of Space.pdf|PDF]].
 +
** [[Media:Pasquinelli_Matteo_2019_3000_Years_of_Algorithmic_Rituals_Chinese.pdf|"算法仪式的三千年史: 人工智能从空间计算的启程"]], c.2019. [https://www.academia.edu/40488423/] {{cn}}
 +
 +
* 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.se/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].
 
* 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].
* 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, 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]
+
 
* 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.
+
* [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.
* Louise Amoore, [http://sci-hub.tw/10.1177/0263276419851846 "Doubt and the Algorithm: On the Partial Accounts of Machine Learning"], ''Theory, Culture & Society'', 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, 2019.
+
* ''[https://www.giswatch.org/2019-artificial-intelligence-human-rights-social-justice-and-development Global Information Society Watch 2019: Artificial Intelligence: Human Rights, Social Justice and Development]'', Association for Progressive Communications, 2019. Report.
 +
 
 +
* 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].
 +
 
 +
* [http://spheres-journal.org/5-spectres-of-ai/ ''Spheres'' 5: "Spectres of AI"], Nov 2019.
 +
** Matteo Pasquinelli, [http://spheres-journal.org/how-a-machine-learns-and-fails-a-grammar-of-error-for-artificial-intelligence/ "How a Machine Learns and Fails: A Grammar of Error for Artificial Intelligence"], [[Media:Pasquinelli Matteo 2019 How a Machine Learns and Fails A Grammar of Error for Artificial Intelligence.pdf|PDF]].
 +
 
 +
* ''[https://monoskop.org/log/?p=21861 AI Now 2019 Report]'', New York: AI Now Institute, Dec 2019, 100 pp.
 +
 
 +
* Stephen Cave, Kanta Dihal, Sarah Dillon (eds.), ''AI Narratives: A History of Imaginative Thinking about Intelligent Machines'', Oxford University Press, 2020, 448 pp. [https://global.oup.com/academic/product/ai-narratives-9780198846666?type=listing&prevNumResPerPage=60]
 +
 
 +
* Krystian Woznicki, [https://blogs.mediapart.fr/krystian-woznicki/blog/270120/silent-works-what-hidden-human-labor-ai-driven-capitalism "Silent Works: What Is the Hidden Human Labor In AI-Driven Capitalism?"], ''Mediapart'', 27 Jan 2020. [https://projekte.berlinergazette.de/silent-works/ Project website].
 +
 
 +
* Mark Coeckelbergh, ''[https://aaaaarg.fail/thing/5e7517579ff37c6aef2e81c3 AI Ethics]'', MIT Press, Apr 2020, 248 pp. [https://mitpress.mit.edu/books/ai-ethics]
 +
 
 +
* Vladan Joler, Matteo Pasquinelli, [https://monoskop.org/log/?p=22167 "The Nooscope Manifested: AI as Instrument of Knowledge Extractivism"], Karlsruhe: KIM research group (Karlsruhe University of Arts and Design), and Novi Sad: Share Lab, 1 May 2020.  
 +
 
 +
* Gabriele de Seta, [http://realtimechina.net/files/REALTIME_Making-Digital-China_Chap07.pdf "China.ai"], in ''Realtime: Making Digital China'', eds. Clément Renaud, Florence Graezer Bideau, and Marc Laperrouza, PURR, 2020, pp 154-169. [http://realtimechina.net/]
 +
 
 +
* Michael J. Lyons, [https://arxiv.org/abs/2009.01215 "Excavating "Excavating AI": The Elephant in the Gallery"], ''arXiv.org'', Sep 2020.  
 +
 
 +
* Tomasz Hollanek, [https://link.springer.com/article/10.1007/s00146-020-01110-y "AI transparency: a matter of reconciling design with critique"], AI & Society, November 2020.
 +
 
 +
* Kate Crawford, ''Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence'', Yale University Press, forthcoming 2021. [https://yalebooks.yale.edu/book/9780300209570/atlas-ai]
 +
 
 +
; more
 
* [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 173: Line 291:
 
* [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===
 +
 
* [https://toolbox.google.com/datasetsearch Google Dataset Search]
 
* [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.
 
* 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.
Line 183: Line 303:
  
 
===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.
Line 205: Line 326:
  
 
===Research papers===
 
===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.
Line 215: Line 337:
  
 
===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.
 
* Christopher M. Bishop, ''[Pattern Recognition and Machine Learning]'', Springer, 2011, 738 pp.
Line 222: Line 345:
  
 
===Historization of deep learning===
 
===Historization of deep learning===
 +
 
* Jürgen Schmidhuber, [http://www.sciencedirect.com/science/article/pii/S0893608014002135 "Deep Learning in Neural Networks: An Overview"], ''ScienceDirect'' 61, Jan 2015, pp 85-117. [http://www.idsia.ch/~juergen/deep-learning-overview.html]
 
* Jürgen Schmidhuber, [http://www.sciencedirect.com/science/article/pii/S0893608014002135 "Deep Learning in Neural Networks: An Overview"], ''ScienceDirect'' 61, Jan 2015, pp 85-117. [http://www.idsia.ch/~juergen/deep-learning-overview.html]
* 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.se/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.
 
* Stephanie Dick, [https://hdsr.mitpress.mit.edu/pub/0aytgrau "Artificial Intelligence"], ''Harvard Data Science Review'' 1, 23 Jun 2019.

Latest revision as of 16:17, 28 November 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.

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]

2020[edit]

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

Initiatives[edit]

Literature, data, resources[edit]

Arts practice and criticism[edit]

  • 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[edit]

See also exhibitions in the Events section above.

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

  • 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]
  • Kate Crawford, Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence, Yale University Press, forthcoming 2021. [27]
more

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.