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

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=Sources=
 
=Sources=
 
  
 
==Ethical Framework Sources==
 
==Ethical Framework Sources==
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* [https://www.nitrd.gov/pubs/NationalPrivacyResearchStrategy.pdf US National Privacy Research Strategy], June 2016
 
* [https://www.nitrd.gov/pubs/NationalPrivacyResearchStrategy.pdf US National Privacy Research Strategy], June 2016
  
==Other Sources==
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What should be the data science oath?
* [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://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
 
 
 
=Questions=
 
* What should be the data science oath?
 
  
==Labs==
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==Lab 1 - Word Embeddings==
===Lab 1 - Word Embeddings===
 
 
* [https://github.com/simsong/debiaswe Debaiaswe - instructor's fork]
 
* [https://github.com/simsong/debiaswe Debaiaswe - instructor's fork]
 
* [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.  
 
* [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://towardsdatascience.com/gender-bias-word-embeddings-76d9806a0e17
 
* https://towardsdatascience.com/gender-bias-word-embeddings-76d9806a0e17
 
* https://arxiv.org/pdf/1806.06301.pdf
 
* https://arxiv.org/pdf/1806.06301.pdf
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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.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://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
 +
  
 
=Previous Years=
 
=Previous Years=

Revision as of 04:33, 28 April 2020

Current Course

Fall 2020 Course Materials:

Sources

Ethical Framework Sources

What should be the data science oath?

Lab 1 - Word Embeddings

Other Sources


Previous Years

Fall 2019 Course Materials