Difference between revisions of "Neural aesthetics"

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===Recent debates on artificial intelligence in the humanities and social sciences===
 
===Recent debates on artificial intelligence in the humanities and social sciences===
 +
 
* Nora N. Khan, [https://medium.com/after-us/towards-a-poetics-of-artificial-superintelligence-ebff11d2d249 "Towards a Poetics of Artificial Superintelligence"], ''After Us'', 25 Sep 2015.
 
* Nora N. Khan, [https://medium.com/after-us/towards-a-poetics-of-artificial-superintelligence-ebff11d2d249 "Towards a Poetics of Artificial Superintelligence"], ''After Us'', 25 Sep 2015.
 +
 
* 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.  
 +
 
* 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/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}}
 
** ''[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]
 +
 
* 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.
 +
 
* 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.
 
* 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]].
 
* 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}}
 
** [[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.tw/10.1177/0263276419851846 "Doubt and the Algorithm: On the Partial Accounts of Machine Learning"], ''Theory, Culture & Society'', 26 Jun 2019.
 +
 
* Emma Strubell, Ananya Ganesh, Andrew McCallum, [https://arxiv.org/abs/1906.02243 "Energy and Policy Considerations for Deep Learning in NLP"], in ''57th Annual Meeting of the Association for Computational Linguistics (ACL)'', Jul 2019. [https://www.technologyreview.com/s/613630/training-a-single-ai-model-can-emit-as-much-carbon-as-five-cars-in-their-lifetimes/ Summary].
 
* 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].  
* Michael J. Lyons, [https://arxiv.org/abs/2009.01215 "Excavating "Excavating AI": The Elephant in the Gallery"], arXiv:2009.01215 [cs.CY] 2 Sep 2020.
+
 
 
* [http://spheres-journal.org/5-spectres-of-ai/ ''Spheres'' 5: "Spectres of AI"], Nov 2019.
 
* [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]].
 
** 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]
 
* 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].
 
* 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].
 +
 
* 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.  
 
* 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/]
 
* 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.
 +
 +
; 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].
  

Revision as of 09:43, 9 September 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

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

Online galleries and collections

See also exhibitions in the Events section above.

Recent debates on artificial intelligence in the humanities and social sciences

  • Florian Hecker, Robin Mackay, "On Sound and Artificial Neural Networks", in Writing and Unwriting (Media) Art History: Erkki Kurenniemi in 2048, eds. Joasia Krysa and Jussi Parikka, MIT Press, Sep 2015, pp 279-289.
  • Clemens Apprich, Wendy Hui Kyong Chun, Florian Cramer, Hito Steyerl, Pattern Discrimination, Lüneburg: meson press, with University of Minnesota Press, Nov 2018, xii+123 pp.
  • Katerina Cizek, William Uricchio, Sarah Wolozin, "Media Co-Creation with Non-Human Systems", in Cizek, Uricchio, et al., Collective Wisdom: Co-Creating Media within Communities, across Disciplines and with Algorithms, 3 Jun 2019.
  • Stephen Cave, Kanta Dihal, Sarah Dillon (eds.), AI Narratives: A History of Imaginative Thinking about Intelligent Machines, Oxford University Press, 2020, 448 pp. [23]
  • Gabriele de Seta, "China.ai", in Realtime: Making Digital China, eds. Clément Renaud, Florence Graezer Bideau, and Marc Laperrouza, PURR, 2020, pp 154-169. [24]
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


Art and Culture

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

Software
communities of practice

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