Difference between revisions of "Neural aesthetics"

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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].
 
* [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].
 
* [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.
 
* [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.
 +
* [https://mynight.si/events/the-art-of-artificial-intelligence-umetnost-umetne-inteligence/ The Art of Artificial Intelligence / Umetnost Umetne Inteligence], symposium, Poligon kreativni center, Ljubljana, 7 Nov 2018.
 
* [https://projekte.berlinergazette.de/ambient-revolts/ Ambient Revolts: How Can We Rethink Political Agency in an AI-Driven World], Berliner Gazette Annual Conference 2018, ZK/U – Center for Arts and Urbanistics, Berlin, 8-10 Nov 2018. Incl. video recordings.
 
* [https://projekte.berlinergazette.de/ambient-revolts/ Ambient Revolts: How Can We Rethink Political Agency in an AI-Driven World], Berliner Gazette Annual Conference 2018, ZK/U – Center for Arts and Urbanistics, Berlin, 8-10 Nov 2018. Incl. video recordings.
 
* [https://www.post-binary.com/ Post-Binary: A Conference on Artificial Intelligence in Art and Design], Museum Angewandte Kunst, Frankfurt am Main, 10 Nov 2018.
 
* [https://www.post-binary.com/ Post-Binary: A Conference on Artificial Intelligence in Art and Design], Museum Angewandte Kunst, Frankfurt am Main, 10 Nov 2018.
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* [https://mak.at/aisymposium AI Symposium: Uncanny Values], MAK – Museum of Applied Arts, Vienna, 24 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.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]].
 
* [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====
 
====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://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://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].
 +
* [http://www.nabi.or.kr/en/page/board_view.php?brd_idx=1084&brd_id=project Art, AI and Everything Else], online conference, Art Center Nabi, 3-5 Dec 2020. Organised by Art Center Nabi and the Research Unit for Public Cultures and the Communicative Cities Stream in the Center of Visual Arts, University of Melbourne.
 
</div>
 
</div>
  
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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://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.
* [http://angeline-meitzler.com Angie Meitzler], Brooklyn, NY.
+
* [http://angeline-meitzler.com Angeline Meitzler],[https://twitter.com/angiefromspace @angiefromspace], Brooklyn, NY.
 
* [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.
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* [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://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.
 +
* [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/]
 
* 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://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://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]].
 +
 
 +
* Ellen Pearlman, [[Media:Pearlman Ellen 2020 AI Comes of Age.pdf|"AI Comes of Age"]], ''PAJ: A Journal of Performance and Art'' 42:3, Sep 2020, pp 55-62. [https://doi.org/10.1162/pajj_a_00539]
 +
 
 +
* K Allado-McDowell, ''Pharmako-AI'', intro. Irenosen Okojie, Ignota, 2020, 152 pp. [https://ignota.org/products/atlas-of-anomalous-ai]
 +
 
 +
* Ben Vickers, K Allado-McDowell (eds.), ''Atlas of Anomalous AI'', forew. Bill Sherman, Ignota, 2020, 303 pp. [https://ignota.org/products/atlas-of-anomalous-ai]
 +
 
 +
* [https://www.goethe.de/prj/jad/sk/the/ari.html ''Jádu'': "Cogito ergo robot"], Bratislava: Goethe-Institut, Nov 2020. Special magazine issue. {{sk}},{{cz}}/{{de}}
 +
 
 +
* Martin Zeilinger, ''[https://meson.press/books/tactical-entanglements/ Tactical Entanglements: AI Art, Creative Agency, and the Limits of Intellectual Property]'', Lüneburg: meson press, May 2021, 192 pp.
 +
 
 +
* ''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.
 +
 
* Florian Hecker, Robin Mackay, [[Media:Hecker_Florian_Mackay_Robin_2015_On_Sound_and_Artificial_Neural_Networks.pdf|"On Sound and Artificial Neural Networks"]], in ''Writing and Unwriting (Media) Art History: Erkki Kurenniemi in 2048'', eds. Joasia Krysa and Jussi Parikka, MIT Press, Sep 2015, pp 279-289.
 
* Florian Hecker, Robin Mackay, [[Media:Hecker_Florian_Mackay_Robin_2015_On_Sound_and_Artificial_Neural_Networks.pdf|"On Sound and Artificial Neural Networks"]], in ''Writing and Unwriting (Media) Art History: Erkki Kurenniemi in 2048'', eds. Joasia Krysa and Jussi Parikka, MIT Press, Sep 2015, pp 279-289.
 +
 
* Matteo Pasquinelli (ed.), ''[https://monoskop.org/log/?p=15585 Alleys of Your Mind: Augmented Intelligence and Its Traumas]'', Lüneburg: Meson, Nov 2015, 212 pp.
 
* Matteo Pasquinelli (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}}
 
* 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/]
 
* [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/]
 
* 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}}
 +
 
* [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.  
 
* 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.  
 +
 +
* Jieshu Wang, [http://wangjieshu.com/2018/10/17/history_of_ai_in_china/ "The Early History of Artificial Intelligence in China (1950s-1980s)"], ''Jieshu's Blog'', Oct 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, Nov 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.
 +
 +
* ''[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]
 
* 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]
 +
** ''Estetika umetne inteligence'', trans. Tamara M. Soban, afterw. Vuk Ćosić, Ljubljana: Mestni muzej Ljubljane, and Zavod Basic, 2019, 79 pp. {{sl}}
 +
 
* Hito Steyerl, [https://monoskop.org/log/?p=20976 "The Language of Broken Glass"], Berlin: HKW, Jan 2019, 26 min. Lecture-performance video.
 
* 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]
 
* 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.
* 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.
+
 
 +
* 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].
 
* Nick Dyer-Witheford, Atle Mikkola Kjosen, James Steinhoff, ''[http://library.memoryoftheworld.org/#/book/bd54927b-b27f-4921-9a1a-ecfd6093d748 Inhuman Power: Artificial Intelligence and the Future of Capitalism]'', Pluto Press, Jun 2019. [https://www.plutobooks.com/9780745338606/inhuman-power/ Publisher].
* Louise Amoore, [http://sci-hub.tw/10.1177/0263276419851846 "Doubt and the Algorithm: On the Partial Accounts of Machine Learning"], ''Theory, Culture & Society'', 26 Jun 2019.
+
 
 +
* 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].
 +
 
* [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.
 
* [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.
 +
 
* ''[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.
 
* ''[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].
+
 
 +
* 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.
 
* ''[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]
 
  
 +
* 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, Jan 2020, pp 154-169. [http://realtimechina.net/ Book]. [https://www.makery.info/en/2020/03/25/realtime-making-digital-china-an-online-book-launch/ Book launch].
 +
 +
* 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].
 +
 +
* Stephen Cave, Kanta Dihal, Sarah Dillon (eds.), ''[https://1lib.sk/book/6119697/37a2e3 AI Narratives: A History of Imaginative Thinking about Intelligent Machines]'', Oxford University Press, Mar 2020, 448 pp. [https://global.oup.com/academic/product/ai-narratives-9780198846666 Publisher].
 +
 +
* Mark Coeckelbergh, ''[https://aaaaarg.fail/thing/5e7517579ff37c6aef2e81c3 AI Ethics]'', MIT Press, Apr 2020, 248 pp. [https://mitpress.mit.edu/books/ai-ethics Publisher].
 +
 +
* 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.
 +
 +
* Bernard Dionysius Geoghegan, [[Media:Geoghegan Bernard Dionysius 2020 Orientalism and Informatics Alterity from the Chess-Playing Turk to Amazons Mechanical Turk.pdf|"Orientalism and Informatics: Alterity from the Chess-Playing Turk to Amazon’s Mechanical Turk"]], ''Ex-position'' 43, National Taiwan University, Jun 2020, pp 45-90. [https://twitter.com/bernardionysius/status/1299372817486675969?lang=en Author]. [http://ex-position.org/wp-content/uploads/2020/07/014-Bernard-Dionysius-Geoghegan-online-copy-color-images.pdf Publisher].
 +
 +
* Michael J. Lyons, [https://arxiv.org/abs/2009.01215 "Excavating "Excavating AI": The Elephant in the Gallery"], ''arXiv.org'', Sep 2020.
 +
 +
* Tomasz Hollanek, [https://doi.org/10.1007/s00146-020-01110-y "AI Transparency: A Matter of Reconciling Design with Critique"], ''AI & Society'', Nov 2020.
 +
 +
* Yarden Katz, ''Artificial Whiteness: Politics and Ideology in Artificial Intelligence'', Columbia University Press, Nov 2020, 352 pp. [https://cup.columbia.edu/book/artificial-whiteness/9780231194914 Publisher].
 +
 +
* Kate Crawford, ''[https://1lib.sk/book/11927502/db3bf0 Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence]'', Yale University Press, Apr 2021, 336 pp, [https://1lib.sk/book/12202853/4f4ea5 EPUB]. [https://yalebooks.yale.edu/book/9780300209570/atlas-ai Publisher].
 +
 +
* Ramon Amaro, ''The Black Technical Object: On Machine Learning and the Aspiration of Black Being'', Berlin: Sternberg Press, forthcoming 2021, 152 pp. [https://mitpress.mit.edu/books/black-technical-object]
 +
 +
; 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;">
 
<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.
Line 199: Line 315:
  
 
===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 207: Line 324:
  
 
===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 229: Line 347:
  
 
===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 239: Line 358:
  
 
===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://libgen.rs/book/index.php?md5=AAA419AE3AB733EBEAAFEC210E4CC2F5 Introduction to Machine Learning]'', MIT Press, 2004, 400 pp; [http://libgen.rs/book/index.php?md5=7678204820FBE2E3D90A0C253EFF4F05 2nd ed.], 2009, 584 pp; [http://libgen.rs/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.
 
* 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.
* Ethem Alpaydin, ''[http://gen.lib.rus.ec/book/index.php?md5=1AB89B9FC1DEB7A47029FAD4089EE2FD Machine Learning: The New AI]'', MIT Press, 2016, 224 pp. [https://mitpress.mit.edu/books/machine-learning-1]
+
* Ethem Alpaydin, ''[http://libgen.rs/book/index.php?md5=1AB89B9FC1DEB7A47029FAD4089EE2FD Machine Learning: The New AI]'', MIT Press, 2016, 224 pp. [https://mitpress.mit.edu/books/machine-learning-1]
  
 
===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.

Revision as of 18:57, 14 May 2021

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

2014

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

2020

Artists, designers, writers, musicians, makers

Initiatives

Literature, data, resources

Arts practice and criticism

  • Melpomene, Bagabone, Hem ‘I Die Now, New York: Vantage Press, 1980, 136 pp. Perhaps the first novel that was purportedly written by a computer.
  • Digimag 76: "Smart Machines for Enhanced Arts", eds. Silvia Bertolotti and Marco Mancuso, Milan: Digicult, Summer 2017, 74 pp, EPUB. Texts by Memo Akten, Claire Burke, Geoffrey Drake-Brockman, Jerry Galle, Eugene Kogan, Robert B. Lisek, Filippo Lorenzin, Andreas Refsgaard, Liu Yuxi, Alessandro Masserdotti. [9]
  • Algolit, Data Workers, Brussels: Constant, Mar 2019. (English)/(French)
  • Entangled Realities: Living with Artificial Intelligence / Leben mit künstlicher Intelligenz, eds. Sabine Himmelsbach and Boris Magrini, Merian, 2019, 229 pp. Catalogue. Exhibition. Review: Cianciotta (Neural). (English)/(German)
  • Espace 124: "IA, art sans artistes? / AI, art without artists?", Montreal, Jan 2020. Special issue of magazine. Introduction. TOC. (French)/(English)
  • K Allado-McDowell, Pharmako-AI, intro. Irenosen Okojie, Ignota, 2020, 152 pp. [15]
  • Ben Vickers, K Allado-McDowell (eds.), Atlas of Anomalous AI, forew. Bill Sherman, Ignota, 2020, 303 pp. [16]
  • Art and Machine Learning, Graz: mur.at, forthcoming. CfP. [17]

Online galleries and collections

See also exhibitions in the Events section above.

Recent debates on artificial intelligence in the humanities and social sciences

  • Florian Hecker, Robin Mackay, "On Sound and Artificial Neural Networks", in Writing and Unwriting (Media) Art History: Erkki Kurenniemi in 2048, eds. Joasia Krysa and Jussi Parikka, MIT Press, Sep 2015, pp 279-289.
  • Clemens Apprich, Wendy Hui Kyong Chun, Florian Cramer, Hito Steyerl, Pattern Discrimination, Lüneburg: meson press, with University of Minnesota Press, Nov 2018, xii+123 pp.
  • Lev Manovich, AI Aesthetics, Moscow: Strelka Press, Dec 2018, 57 pp. Excerpt. [21] [22] [23]
    • Estetika umetne inteligence, trans. Tamara M. Soban, afterw. Vuk Ćosić, Ljubljana: Mestni muzej Ljubljane, and Zavod Basic, 2019, 79 pp. (Slovenian)
  • 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.
  • Gabriele de Seta, "China.ai", in Realtime: Making Digital China, eds. Clément Renaud, Florence Graezer Bideau, and Marc Laperrouza, PURR, Jan 2020, pp 154-169. Book. Book launch.
  • Yarden Katz, Artificial Whiteness: Politics and Ideology in Artificial Intelligence, Columbia University Press, Nov 2020, 352 pp. Publisher.
  • Ramon Amaro, The Black Technical Object: On Machine Learning and the Aspiration of Black Being, Berlin: Sternberg Press, forthcoming 2021, 152 pp. [27]
more

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

See also

Courses and textbooks for artists

Textbooks
Video lectures
Introductions
MOOC
Resources

Research papers

Scientific introduction into deep learning

Historization of deep learning


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