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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* [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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* [http://angeline-meitzler.com Angie Meitzler], Brooklyn, NY.
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* [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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* 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]].  
 
* 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]].  
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* 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]
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* K Allado-McDowell, ''Pharmako-AI'', intro. Irenosen Okojie, Ignota, 2020, 152 pp. [https://ignota.org/products/atlas-of-anomalous-ai]
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* 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}}
 
* [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}}
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* 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/]
 
* ''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/]
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* 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]
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** ''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.
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* 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].
  
−
* Stephen Cave, Kanta Dihal, Sarah Dillon (eds.), ''[https://1lib.eu/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].
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* 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].
 
* Mark Coeckelbergh, ''[https://aaaaarg.fail/thing/5e7517579ff37c6aef2e81c3 AI Ethics]'', MIT Press, Apr 2020, 248 pp. [https://mitpress.mit.edu/books/ai-ethics Publisher].
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* 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].
 
* 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].
  
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* Kate Crawford, ''Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence'', Yale University Press, forthcoming Apr 2021. [https://yalebooks.yale.edu/book/9780300209570/atlas-ai Publisher].
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* 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].
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* 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
 
; more
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===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===

Revision as of 19:57, 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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