Veröffentlichungsdatum

22. Oktober 2024

Geändert

7. März 2025

Syllabus

Sessions

Session 1 (21. Feb 2025)

Formen der Diskriminierung (Rachel Huber): Workshop, Hands-on Session

Leseauftrag:

  • Kein Leseauftrag, da Workshop.

Weiterführende Literatur:

Session 2 (28. Feb 2025)

Architecture (Moritz Mähr): Gegenüberstellung von wie Computer Scientist über Architekturentscheide sprechen vs. Humanities Scholars

Leseauftrag:

Weiterführende Literatur:

  • Duri Long und Brian Magerko, «What Is AI Literacy? Competencies and Design Considerations», in Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, CHI ’20 (New York, NY, USA: Association for Computing Machinery, 2020), 1–16, https://doi.org/10.1145/3313831.3376727.

Session 3 (7. Mär 2025)

Collecting Data (Moritz Mähr)

Leseauftrag:

Session 4 (14. Mär 2025)

Training (Moritz Mähr): Environmental impact of training AI

Leseauftrag:

Session 5 (21. Mär 2025)

Application (Recruiting) (Rachel Huber)

Leseauftrag:

  • Zhisheng Chen, «Ethics and Discrimination in Artificial Intelligence-Enabled Recruitment Practices», Humanities and Social Sciences Communications 10, Nr. 1 (13. September 2023): 1–12, https://doi.org/10.1057/s41599-023-02079-x.

Session 6 (28. Mär 2025)

Application (CCTV/Facial Recognition) (Rachel Huber)

Leseauftrag:

  • Joy Buolamwini und Timnit Gebru, «Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification», in Proceedings of the 1st Conference on Fairness, Accountability and Transparency (Conference on Fairness, Accountability and Transparency, PMLR, 2018), 77–91, https://proceedings.mlr.press/v81/buolamwini18a.html.

Weiterführende Literatur:

Session 7 (4. Apr 2025)

Application (Predictive Policing/Migrationsalgo CH …) (Rachel Huber)

Leseauftrag:

Weiterführende Literatur:

Session 8 (11. Apr 2025)

Application (ChatGPT) (Moritz Mähr)

Leseauftrag:

  • Emily M. Bender u. a., «On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜», in Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, FAccT ’21 (New York, NY, USA: Association for Computing Machinery, 2021), 610–23, https://doi.org/10.1145/3442188.3445922.

Weiterführende Literatur:

Session 9 (2. Mai 2025)

Evaluation and Monitoring (Moritz Mähr)

Leseauftrag:

Session 10 (9. Mai 2025)

Governance and Regulation (Rachel Huber)

Leseauftrag:

Weiterführende Literatur:

Session 11 (16. Mai 2025)

Poster/Blog/Presentations

Leseauftrag:

  • Cathy O’Neil, Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy, First edition (New York: Crown Publishing Group, 2016).

Session 12 (23. Mai 2025)

Poster/Blog/Presentations oder Glüehfisch mit Wichtel*in

Leseauftrag:

  • Kein Leseauftrag

Literatur

Hinweis: Urheberrecht

Wir bemühen uns, frei zugängliche Literatur zu verwenden. Sollte dies nicht möglich sein, bitten wir Sie, die Literatur über die Bibliotheksplattform swisscovery zu beziehen. Von der Verwendung von Plattformen wie Library Genesis raten wir trotz stichhaltiger Argumente ab.

Siehe Joe Karaganis, Hrsg. Shadow Libraries: Access to Knowledge in Global Higher Education, International Development Research Centre (Cambridge: The MIT Press, 2018), https://doi.org/10.7551/mitpress/11339.001.0001.

«Algorithms of Oppression». In Wikipedia, 28. Juni 2022. https://en.wikipedia.org/w/index.php?title=Algorithms_of_Oppression&oldid=1095369660.
«Algorithmus verbessert Erwerbschancen von Flüchtlingen». ETH Zürich, 18. Januar 2018. https://ethz.ch/de/news-und-veranstaltungen/eth-news/news/2018/01/algorithmus-verbessert-erwerbschancen-von-fluechtlingen.html.
«AlgorithmWatch». AlgorithmWatch. Zugegriffen 25. November 2024. https://algorithmwatch.org/de/.
Alma’aitah, Wafa’ Za’al, Abdullah Zawawi Talib, und Mohd Azam Osman. «Opportunities and Challenges in Enhancing Access to Metadata of Cultural Heritage Collections: A Survey». Artificial Intelligence Review 53, Nr. 5 (1. Juni 2020): 3621–46. https://doi.org/10.1007/s10462-019-09773-w.
Bansak, Kirk, Jeremy Ferwerda, Jens Hainmueller, Andrea Dillon, Dominik Hangartner, Duncan Lawrence, und Jeremy Weinstein. «Improving Refugee Integration through Data-Driven Algorithmic Assignment». Science 359, Nr. 6373 (19. Januar 2018): 325–29. https://doi.org/10.1126/science.aao4408.
Bender, Emily M., Timnit Gebru, Angelina McMillan-Major, und Shmargaret Shmitchell. «On the Dangers of Stochastic Parrots: Can Language Models Be Too Big? 🦜». In Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, 610–23. FAccT ’21. New York, NY, USA: Association for Computing Machinery, 2021. https://doi.org/10.1145/3442188.3445922.
Buolamwini, Joy. Unmasking AI: A Story of Hope and Justice in a World of Machines. First edition. New York: Random House, 2023.
Buolamwini, Joy, und Timnit Gebru. «Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification». In Proceedings of the 1st Conference on Fairness, Accountability and Transparency, 77–91. PMLR, 2018. https://proceedings.mlr.press/v81/buolamwini18a.html.
Chen, Zhisheng. «Ethics and Discrimination in Artificial Intelligence-Enabled Recruitment Practices». Humanities and Social Sciences Communications 10, Nr. 1 (13. September 2023): 1–12. https://doi.org/10.1057/s41599-023-02079-x.
Chiang, Ted. «ChatGPT Is a Blurry JPEG of the Web». The New Yorker, 9. Februar 2023. https://www.newyorker.com/tech/annals-of-technology/chatgpt-is-a-blurry-jpeg-of-the-web.
D’Ignazio, Catherine, und Lauren F. Klein. Data Feminism. First MIT Press paperback edition. Cambridge, Massachusetts: The MIT Press, 2023. https://data-feminism.mitpress.mit.edu/.
«EU Artificial Intelligence Act | Up-to-Date Developments and Analyses of the EU AI Act». Zugegriffen 25. November 2024. https://artificialintelligenceact.eu/.
«Jobs für Flüchtlinge - Algorithmus verteilt neu Asylbewerber auf Kantone». Schweizer Radio und Fernsehen (SRF), 10. Mai 2018. https://www.srf.ch/news/schweiz/jobs-fuer-fluechtlinge-algorithmus-verteilt-neu-asylbewerber-auf-kantone.
Karaganis, Joe, Hrsg. Shadow Libraries: Access to Knowledge in Global Higher Education. International Development Research Centre. Cambridge: The MIT Press, 2018. https://doi.org/10.7551/mitpress/11339.001.0001.
Lacoste, Alexandre, Alexandra Luccioni, Victor Schmidt, und Thomas Dandres. «Quantifying the Carbon Emissions of Machine Learning», 4. November 2019. https://doi.org/10.48550/arXiv.1910.09700.
Long, Duri, und Brian Magerko. «What Is AI Literacy? Competencies and Design Considerations». In Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, 1–16. CHI ’20. New York, NY, USA: Association for Computing Machinery, 2020. https://doi.org/10.1145/3313831.3376727.
Loukissas, Yanni A. All Data Are Local: Thinking Critically in a Data-Driven Society. Cambridge, Massachusetts: The MIT Press, 2019. https://doi.org/10.7551/mitpress/11543.001.0001.
Luccioni, Alexandra Sasha, Christopher Akiki, Margaret Mitchell, und Yacine Jernite. «Stable Bias: Analyzing Societal Representations in Diffusion Models», 9. November 2023. https://doi.org/10.48550/arXiv.2303.11408.
Mattu, Lauren Kirchner, Jeff Larson. «Machine Bias». ProPublica. Zugegriffen 25. November 2024. https://www.propublica.org/article/machine-bias-risk-assessments-in-criminal-sentencing.
Mehrabi, Ninareh, Fred Morstatter, Nripsuta Saxena, Kristina Lerman, und Aram Galstyan. «A Survey on Bias and Fairness in Machine Learning». ACM Comput. Surv. 54, Nr. 6 (13. Juli 2021): 115:1–35. https://doi.org/10.1145/3457607.
Mueller, Milton L. «It’s Just Distributed Computing: Rethinking AI Governance». Telecommunications Policy, Februar 2025, 102917. https://doi.org/10.1016/j.telpol.2025.102917.
Noble, Safiya Umoja. Algorithms of Oppression: How Search Engines Reinforce Racism. New York: New York university press, 2018.
O’Neil, Cathy. Weapons of Math Destruction: How Big Data Increases Inequality and Threatens Democracy. First edition. New York: Crown Publishing Group, 2016.
Offert, Fabian, und Ranjodh Singh Dhaliwal. «The Method of Critical AI Studies, A Propaedeutic», 10. Dezember 2024. https://doi.org/10.48550/arXiv.2411.18833.
«Surveillance Capitalism». In Wikipedia, 12. August 2024. https://en.wikipedia.org/w/index.php?title=Surveillance_capitalism&oldid=1239902991.
Zuboff, Shoshana. The Age of Surveillance Capitalism: The Fight for a Human Future at the New Frontier of Power. First trade paperback edition. New York, NY: PublicAffairs, 2017. https://www.hachettebookgroup.com/titles/shoshana-zuboff/the-age-of-surveillance-capitalism/9781610395694/?lens=publicaffairs.
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