Difference between revisions of "DATS 6450 — Data Science Ethics"

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Course Materials:
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=Current Links=
* [https://drive.google.com/open?id=1sKO1ZIyYll0xX5m3zt_Q-joTGzvaRU92 Syllabus]
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Fall 2020 Course Materials:
* [https://dashboard.wikiedu.org/courses/George_Washington_University/DATS_6450_-_Data_Science_Ethics_(Fall_2019)/home Wikipedia Course Dashboard]
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* [https://drive.google.com/open?id=1GXMASmf7x_oOMqv9mJ1z5O-o55lz3lJj Fall 2020 Syllabus]
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* [https://dashboard.wikiedu.org/courses/George_Washington_University/DATS_6450_-_Data_Science_Ethics_(Fall_2020) Wikipedia Course Dashboard]
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* [https://drive.google.com/open?id=1f00aXyFcUQvuA2wFioxFpAXaNdUPjNH3 Public Google Drive]
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=Sources=
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Here are some additional course sources that may prove useful
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==Ethical Framework Sources==
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* [https://www.acm.org/code-of-ethics ACM Code of Ethics]
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* [https://www.ieee.org/about/corporate/governance/p7-8.html IEEE Code of Ethics]
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* [https://ethicsinaction.ieee.org IEEE Ethically Aligned Design, First Edition], "The most comprehensive, crowd-sourced, global treatise regarding the ethics of autonomous and intelligent systems available today."
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* [https://www.acm.org/articles/bulletins/2017/january/usacm-statement-algorithmic-accountability USACM Statement on Algorithmic Transparency and Accountability], January 12, 2017
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* [https://www.nitrd.gov/pubs/NationalPrivacyResearchStrategy.pdf US National Privacy Research Strategy], June 2016
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==Questions for thought==
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What should be the data science oath?
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==Assignment 1 - The Wikipedia Assignment==
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* [https://dashboard.wikiedu.org/courses/George_Washington_University/DATS_6450_-_Data_Science_Ethics_(Fall_2020) Wikipedia Course Dashboard]
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==Assignment 4- Word Embeddings==
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* [https://github.com/simsong/debiaswe Debaiaswe - instructor's fork]
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* [https://www.aclweb.org/anthology/D18-1521 Learning Gender-Neutral Word Embeddings], Jieyu Zhao, Yichao Zhou Zeyu Li Wei Wang Kai-Wei Chang, Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, pages 4847–4853 Brussels, Belgium, October 31 - November 4, 2018.
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* [https://papers.nips.cc/paper/6228-man-is-to-computer-programmer-as-woman-is-to-homemaker-debiasing-word-embeddings.pdf Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings],
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* [https://theconversation.com/removing-gender-bias-from-algorithms-64721 Removing gender bias from algorithms], The Conversation, James Zou, Assistant Professor of Biomedical Data Science, Stanford University,
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* https://www.technologyreview.com/s/602025/how-vector-space-mathematics-reveals-the-hidden-sexism-in-language/
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* https://towardsdatascience.com/gender-bias-word-embeddings-76d9806a0e17
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* https://arxiv.org/pdf/1806.06301.pdf
  
==Sources==
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==Other Sources==
 
* [https://www.springerprofessional.de/en/against-human-exceptionalism-environmental-ethics-and-the-machin/16425188 Against Human Exceptionalism: Environmental Ethics and the Machine Question], Migle Laukyte, Springer International Publishing
 
* [https://www.springerprofessional.de/en/against-human-exceptionalism-environmental-ethics-and-the-machin/16425188 Against Human Exceptionalism: Environmental Ethics and the Machine Question], Migle Laukyte, Springer International Publishing
 
* [https://www.theguardian.com/technology/2016/oct/11/crash-how-computers-are-setting-us-up-disaster Crash: how computers are setting us up for disaster], Tim Harford, The Guardian.
 
* [https://www.theguardian.com/technology/2016/oct/11/crash-how-computers-are-setting-us-up-disaster Crash: how computers are setting us up for disaster], Tim Harford, The Guardian.
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* [https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1005399 Ten simple rules for responsible big data research], Matthew Zook , Solon Barocas, danah boyd, Kate Crawford, Emily Keller, Seeta Peña Gangadharan, Alyssa Goodman, Rachelle Hollander, Barbara A. Koenig, Jacob Metcalf, Arvind Narayanan, Alondra Nelson, Frank Pasquale, March 30, 2017
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=Previous Years=
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==Fall 2019 Course Materials==
 +
* [https://drive.google.com/open?id=1sKO1ZIyYll0xX5m3zt_Q-joTGzvaRU92 Fall 2019 Syllabus]
 +
* [https://dashboard.wikiedu.org/courses/George_Washington_University/DATS_6450_-_Data_Science_Ethics_(Fall_2019)/home Wikipedia Course Dashboard]
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* [https://drive.google.com/open?id=1HTOVVErtGhaoJbasel8gWbUgAnq467o4 Public Google Drive]

Latest revision as of 01:34, 9 August 2020

Current Links

Fall 2020 Course Materials:

Sources

Here are some additional course sources that may prove useful

Ethical Framework Sources

Questions for thought

What should be the data science oath?

Assignment 1 - The Wikipedia Assignment

Assignment 4- Word Embeddings

Other Sources


Previous Years

Fall 2019 Course Materials