art_and_ai_--_how_machines_think_and_see_ii

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art_and_ai_--_how_machines_think_and_see_ii [2020/04/21 09:25] fstalderart_and_ai_--_how_machines_think_and_see_ii [2020/12/14 11:32] (current) – [Course preview] fstalder
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 ===== Course preview ===== ===== Course preview =====
  
-Artificial intelligence (AI) is all around us, transforming the way we see the world and the world see us. Sometimes, we barely notice, sometimes, the results of AI can be very impressive, though sometimes so impressively bad, that Hito Steyrl and others started to talk about “Artificial Stupidity”. But almost always, the actual procedures of AI remain mysterious, locked away in a black box.+Artificial intelligence (AI) is all around us, transforming the way we see the world and the world sees us. Sometimes, we barely notice, sometimes, the results of AI can be very impressive, though sometimes so impressively bad, that Hito Steyrl and others started to talk about “Artificial Stupidity”. But almost always, the actual procedures of AI remain mysterious, locked away in a black box.
  
-In this module, we will look at a recent wave of artistic and theoretical work that tries to open this black box, creating a language and an esthetics for critical engagement. In particular, we will look at image recognition AI, what the artist Trevor Paglen calls “predatory vision” and the data scientists Joy Buolamwini calls the “coded gaze”, referring to gender and racial biases in these systems.+In this module, we will look at a recent wave of artistic and theoretical work that tries to open this black box, creating a language and an aesthetics for critical engagement. In particular, we will look at image recognition AI, what the artist Trevor Paglen calls “predatory vision” and the data scientist Joy Buolamwini calls the “coded gaze”, referring to gender and racial biases in these systems.
  
 We will also use some web-based image recognition systems to get a first-hand impression of the capacities of these technologies as tools for artistic investigation. We will also use some web-based image recognition systems to get a first-hand impression of the capacities of these technologies as tools for artistic investigation.
- 
  
 ===== Course logistics ===== ===== Course logistics =====
- 
  
 **Date:** Week 17, April 20-24, 2020 **Date:** Week 17, April 20-24, 2020
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 **Time:** 10:00 - 17:00 **Time:** 10:00 - 17:00
  
-The course takes place online: +The course takes place online:
  
 Connect through the Zoom app, ID: 7890997001 Connect through the Zoom app, ID: 7890997001
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 or through a web browser or through a web browser
  
-https://zhdk.zoom.us/j/7890997001+[[https://zhdk.zoom.us/j/7890997001]]
  
 The password is sent to you by email. The password is sent to you by email.
  
 Course requirements: Course requirements:
 +
   * active participation in group activity   * active participation in group activity
   * active individual work (via pad)   * active individual work (via pad)
   * fictional short story, 2-3 pages, to be handed until Sunday, April 26. ([[https://paul.zhdk.ch/course/view.php?id=975|Upload to Paul]])   * fictional short story, 2-3 pages, to be handed until Sunday, April 26. ([[https://paul.zhdk.ch/course/view.php?id=975|Upload to Paul]])
- 
- 
  
 ===== Course Materials ===== ===== Course Materials =====
  
-**Pad:** http://pad.vmk.zhdk.ch/p/art_ai_imagerecognition+**Pad:** [[http://pad.vmk.zhdk.ch/p/art_ai_imagerecognition]]
  
 ===== Monday Morning ===== ===== Monday Morning =====
- 
  
 **Similarity & Difference** **Similarity & Difference**
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   * !Mediengruppe Bitnik [[https://wwwwwwwwwwwwwwwwwwwwww.bitnik.org/samesame/|SAME SAME. WATCHING ALGORITHMS - CABARET VOLTAIRE EDITION]] 2015   * !Mediengruppe Bitnik [[https://wwwwwwwwwwwwwwwwwwwwww.bitnik.org/samesame/|SAME SAME. WATCHING ALGORITHMS - CABARET VOLTAIRE EDITION]] 2015
   * Mario Klingemann & Simon Doury [[https://experiments.withgoogle.com/x-degrees-of-separation|X Degrees of Separation]], 2018   * Mario Klingemann & Simon Doury [[https://experiments.withgoogle.com/x-degrees-of-separation|X Degrees of Separation]], 2018
- 
  
 **How Image Recognition works, technically** **How Image Recognition works, technically**
 +
   * [[https://www.youtube.com/watch?v=2-Ol7ZB0MmU|A friendly introduction to Convolutional Neural Networks and Image Recognition]], 2017, 32 Min.   * [[https://www.youtube.com/watch?v=2-Ol7ZB0MmU|A friendly introduction to Convolutional Neural Networks and Image Recognition]], 2017, 32 Min.
   * [[https://openai.com/blog/introducing-activation-atlases|Activation Atlas]], 2019   * [[https://openai.com/blog/introducing-activation-atlases|Activation Atlas]], 2019
   * [[https://www.youtube.com/watch?v=76jZkqlGIMY| Understanding image models and predictions using an Activation Atlas]], Google AI Adventures, 2019, 7:49   * [[https://www.youtube.com/watch?v=76jZkqlGIMY| Understanding image models and predictions using an Activation Atlas]], Google AI Adventures, 2019, 7:49
- 
  
 **Joy Buolamwini** The coded gaze **Joy Buolamwini** The coded gaze
 +
   * [[https://www.youtube.com/watch?v=QxuyfWoVV98|AI, Ain't I A Woman?]], 2018, 3:33   * [[https://www.youtube.com/watch?v=QxuyfWoVV98|AI, Ain't I A Woman?]], 2018, 3:33
-  * https://www.notflawless.ai, see stories there, +  * [[https://www.notflawless.ai]], see stories there, 
-  * http://gendershades.org/overview.html+  * [[http://gendershades.org/overview.html]]
   * [[https://www.ted.com/talks/joy_buolamwini_how_i_m_fighting_bias_in_algorithms?language=en#t-111018| How I am fighting Bias in Algorithms.]] TEDx Talk, 2017   * [[https://www.ted.com/talks/joy_buolamwini_how_i_m_fighting_bias_in_algorithms?language=en#t-111018| How I am fighting Bias in Algorithms.]] TEDx Talk, 2017
   * [[https://www.safefacepledge.org|Safe Face Pledge]]   * [[https://www.safefacepledge.org|Safe Face Pledge]]
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 Another form of Bias: Another form of Bias:
 +
   * !Mediengruppe Bitnik! [[https://wwwwwwwwwwwwwwwwwwwwww.bitnik.org/sor/|Dada. State of the Reference]], 2017   * !Mediengruppe Bitnik! [[https://wwwwwwwwwwwwwwwwwwwwww.bitnik.org/sor/|Dada. State of the Reference]], 2017
  
 Further Reading: Further Reading:
 +
   * Eubanks, Virginia. Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor. First Edition. New York, NY: St. Martin’s Press, 2017.   * Eubanks, Virginia. Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor. First Edition. New York, NY: St. Martin’s Press, 2017.
   * Noble, Safiya Umoja. Algorithms of Oppression: How Search Engines Reinforce Racism. New York: New York University Press, 2018   * Noble, Safiya Umoja. Algorithms of Oppression: How Search Engines Reinforce Racism. New York: New York University Press, 2018
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 ===== Tuesday Morning ===== ===== Tuesday Morning =====
- 
  
 **Adam Harvey** [[https://ahprojects.com|Art projects about privacy, computer vision, and surveillance]] **Adam Harvey** [[https://ahprojects.com|Art projects about privacy, computer vision, and surveillance]]
-  *  Rejecting the automated gaze: [[https://ahprojects.com/camoflash|Camoflash]], 2008-10 [[https://ahprojects.com/cvdazzle/|CV Dazzle]], 2010-2014, [[https://ahprojects.com/stealth-wear/ Stealth Wear]], 2012-13, [[https://ahprojects.com/hyperface/|Hyper Face]], 2017-18+ 
 +  *  Rejecting the automated gaze: [[https://ahprojects.com/camoflash|Camoflash]], 2008-10 [[https://ahprojects.com/cvdazzle/|CV Dazzle]], 2010-2014, [[https://ahprojects.com/stealth-wear/|Stealth Wear]], 2012-13, [[https://ahprojects.com/hyperface/|Hyper Face]], 2017-18
   * Exploring data sets: [[https://ahprojects.com/megapixels-glassroom|MegaPixels: Faces]] [[https://elevate.at/en/details/news/machine-learning-city|Machine Learning City]] Interview with Adam Harvey, 2018   * Exploring data sets: [[https://ahprojects.com/megapixels-glassroom|MegaPixels: Faces]] [[https://elevate.at/en/details/news/machine-learning-city|Machine Learning City]] Interview with Adam Harvey, 2018
   * Research: The unstoppable [[https://megapixels.cc/msceleb/|Microsoft Celeb (MS-Celeb-1M) Data Set]]   * Research: The unstoppable [[https://megapixels.cc/msceleb/|Microsoft Celeb (MS-Celeb-1M) Data Set]]
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   * Tero Karras, Samuli Laine, Timo Aila. [[https://thispersondoesnotexist.com|This Persons doesn't exist]]   * Tero Karras, Samuli Laine, Timo Aila. [[https://thispersondoesnotexist.com|This Persons doesn't exist]]
 +
 +More anti-image recognition / urban camouflage fashion projects
 +
 +  * [[https://adversarialfashion.com|Adversarial fashion]]
 +  * [[https://www.cc-app.net/unlabeled|A++ Fashion x Computatinal Creativity]]
 +  * [[https://urbanarmor.org/|Urban Armor]]
 +  * [[https://yr.media/tech/guide-to-anti-surveillance-fashion/|GUIDE TO ANTI-SURVEILLANCE FASHION]]
 +  * [[https://www.youtube.com/watch?v=_PoudPCevN0|Wearable Face Projector]]
 +  * [[http://www.urmesurveillance.com/|URME Surveillance]]
 +  * [[https://www.vice.com/en_us/article/nz4mbb/anti-surveillance-coat-netherlands|Anti-Surveillance Coat]], 2016
  
 **ClearView AI** **ClearView AI**
 +
   * [[https://www.nytimes.com/2020/01/18/technology/clearview-privacy-facial-recognition.html|The Secretive Company That Might End Privacy as We Know It]]. NYT, 20.01.2020   * [[https://www.nytimes.com/2020/01/18/technology/clearview-privacy-facial-recognition.html|The Secretive Company That Might End Privacy as We Know It]]. NYT, 20.01.2020
   * [[https://onezero.medium.com/i-got-my-file-from-clearview-ai-and-it-freaked-me-out-33ca28b5d6d4|I Got My File From Clearview AI, and It Freaked Me Out]]. 24.03.2020   * [[https://onezero.medium.com/i-got-my-file-from-clearview-ai-and-it-freaked-me-out-33ca28b5d6d4|I Got My File From Clearview AI, and It Freaked Me Out]]. 24.03.2020
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 ===== Afternoon Tuesday ===== ===== Afternoon Tuesday =====
- 
  
 Trevor Paglen Trevor Paglen
  
 Is Photography Over?, 4 Parts, Fotomuseum Winterthur, 03.2014 Is Photography Over?, 4 Parts, Fotomuseum Winterthur, 03.2014
 +
   - [[https://www.fotomuseum.ch/en/explore/still-searching/articles/26977_is_photography_over|Is Photography Over?]]   - [[https://www.fotomuseum.ch/en/explore/still-searching/articles/26977_is_photography_over|Is Photography Over?]]
   - [[https://www.fotomuseum.ch/en/explore/still-searching/articles/26978_seeing_machines|Seeing Machines]]   - [[https://www.fotomuseum.ch/en/explore/still-searching/articles/26978_seeing_machines|Seeing Machines]]
   - [[https://www.fotomuseum.ch/en/explore/still-searching/articles/26979_scripts|Scripts]]   - [[https://www.fotomuseum.ch/en/explore/still-searching/articles/26979_scripts|Scripts]]
   - [[https://www.fotomuseum.ch/en/explore/still-searching/articles/26980_geographies_of_photography|Geographies of Photography]]   - [[https://www.fotomuseum.ch/en/explore/still-searching/articles/26980_geographies_of_photography|Geographies of Photography]]
- +
   * Read these four short parts. Select four sentences that you find interesting and copy them to the pad. Please organize them in the pad according to the section.   * Read these four short parts. Select four sentences that you find interesting and copy them to the pad. Please organize them in the pad according to the section.
  
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 ===== Wednesday Morning ===== ===== Wednesday Morning =====
- 
  
 Trevor Paglen & Cate Crawford Trevor Paglen & Cate Crawford
 +
   * [[https://www.hkw.de/en/app/mediathek/video/69622|Datafication of Science]] Lecture at HKW, Jan 12, 2019. 32 Min   * [[https://www.hkw.de/en/app/mediathek/video/69622|Datafication of Science]] Lecture at HKW, Jan 12, 2019. 32 Min
   * [[https://www.hkw.de/en/app/mediathek/video/69578||Discussion with Kate Crawford, Trevor Paglen, Felix Stalder]] HKW, Jan 12, 2019, 14Min   * [[https://www.hkw.de/en/app/mediathek/video/69578||Discussion with Kate Crawford, Trevor Paglen, Felix Stalder]] HKW, Jan 12, 2019, 14Min
   * Kate Crawford and Trevor Paglen, [[https://www.excavating.ai/Excavating|AI. The Politics of Images in Machine Learning Training Sets]]    * Kate Crawford and Trevor Paglen, [[https://www.excavating.ai/Excavating|AI. The Politics of Images in Machine Learning Training Sets]] 
   * [[http://www.fondazioneprada.org/project/training-humans/?lang=en|Fondazoione Prada: Training Humans]], Fondazione Prada, Venice, 12 Sep 2019 – 24 Feb 2020 [[https://we-make-money-not-art.com/training-humans-how-machines-see-and-judge-us|Review]], we-make-money-not-art.com, Dec. 16.2019   * [[http://www.fondazioneprada.org/project/training-humans/?lang=en|Fondazoione Prada: Training Humans]], Fondazione Prada, Venice, 12 Sep 2019 – 24 Feb 2020 [[https://we-make-money-not-art.com/training-humans-how-machines-see-and-judge-us|Review]], we-make-money-not-art.com, Dec. 16.2019
-  * [[https://www.paulekman.com/resources/universal-facial-expressions | Paul Eckman: Seven Universal Facial Expressions]] +  * Paglen, Trevor. [[https://thenewinquiry.com/invisible-images-your-pictures-are-looking-at-you/|“Invisible Images (Your Pictures Are Looking at You).”]] The New Inquiry (blog)December 82016
-  * [[https://www.bbc.com/future/article/20180510-why-our-facial-expressions-dont-reflect-our-feelings|Why our facial expressions don’t reflect our feelings]], BBC10.05.2018+
  
 +  * [[https://www.paulekman.com/resources/universal-facial-expressions| Paul Eckman: Seven Universal Facial Expressions]]
 +  * [[https://www.bbc.com/future/article/20180510-why-our-facial-expressions-dont-reflect-our-feelings|Why our facial expressions don’t reflect our feelings]], BBC, 10.05.2018
  
 ====== Wednesday Afternoon ====== ====== Wednesday Afternoon ======
  
-Research and select the news story on which you want to base your fictional story. Make a first sketch of your story.+Research and select the aspect of image recognition, based either on the news story or on art work, on which you want to base your fictional story. Make a first sketch of your story.
  
 +===== Thursday: Morning =====
  
-===== Thursday: all day =====+Guest Marco Spitzbarth talks about how he uses image recognition on his platform. About hidden processes, algorithms, and black boxes. Questions he stumbled over on the way, his research, and technics he uses. The presentation will be held online.
  
-Guest. [[https://ibulla.com/wiki/doku.php|Marco Spitzbart]] Image recognition projects and hands-on exercises.+  * [[https://ibulla.com/memory/| Ayumu, short memory game]] 
 +  * [[https://wwwwwwwww.jodi.org/hidden code in net art by jodi]] 
 +  * [[https://tattookurier.ch/motive| klick and ink with Tattookurier]] 
 +  * [[https://1milliondrawings.com/|platform to draw and analize, 1milliondrawings]] 
 +  * [[https://www.youtube.com/watch?v=WXuK6gekU1Y|Alpha Go, full documentary]] 
 +  * [[https://quickdraw.withgoogle.com/| Quick draw, A.I. experiment]]
  
 +**Further Material**
  
-===== Friday Morning ====== +  * Hito Steyerl. [[https://www.e-flux.com/journal/72/60480/a-sea-of-data-apophenia-and-pattern-mis-recognition|A Sea of Data: Apophenia and Pattern (Mis-)Recognition]] e-flux, Journal #72 - April 2016 
-Collection of News Stories and ideas of short stories+  * Hito Steyerl. [[https://www.hkw.de/en/app/mediathek/video/69577|The Language of Broken Glass]] Talk, HKW, Jan 12, 2019, 26 Min.
  
-===== Friday Afternoon =====+===== Thursday  Afternoon =====
  
-Individual writing of short stories+Down the rabbit hole, let’s find some edge cases, anomalies, strange or misleading output.
  
-Possibility of individual mentoring.+  - Write in one or two sentences what you were looking for, e.g: How does the output differs if we use the same picture and tweak some colors? 
 +  - Make some screenshots of your results. 
 +  - Write some words about your research.
  
 +  * [[https://cloud.google.com/vision/|image recognition Google]]
 +  * [[https://azure.microsoft.com/en-us/services/cognitive-services/computer-vision/#product-overview|image recognition Microsoft]]
 +  * [[https://imagga.com/auto-tagging-demo|image recognition imagga]]
  
 +**The human labor hidden in automation**
  
 +  * [[https://theartofgooglebooks.tumblr.com|The Art of Google Books]]
 +  * Benjamin Shaykin [[https://cargocollective.com/bshaykin/Google-Hands|Google Hands]], 2009
  
 +**Andrew Norman Wilson**
 +
 +  * [[http://www.andrewnormanwilson.com/WorkersGoogleplex.html|Workers Leaving the Googleplex]], 2011, 11 min
 +  * [[http://www.andrewnormanwilson.com/ScanOps.html| Scan Ops]], 2012-ongoing
 +
 +[[https://www.theverge.com/2018/1/21/16916380/sundance-2018-the-cleaners-movie-review-facebook-google-twitter|The Cleaners]], 2017, 92 Min
 +
 +===== Friday Morning =====
 +
 +Collection of News Stories and ideas of short stories
 +
 +===== Friday Afternoon =====
 +
 +Individual writing of short stories
 +
 +Possibility of individual mentoring.
  
  
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  • art_and_ai_--_how_machines_think_and_see_ii.1587453958.txt.gz
  • Last modified: 2020/04/21 09:25
  • by fstalder