DATS 6450 — Data Science Ethics - Revision history

Simson at 08:34, 9 August 2020

2020-08-09T08:34:19Z

← Older revision		Revision as of 01:34, 9 August 2020
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	=Current ~~Course~~=		=Current Links=
	Fall 2020 Course Materials:		Fall 2020 Course Materials:
	* [https://drive.google.com/open?id=1GXMASmf7x_oOMqv9mJ1z5O-o55lz3lJj Fall 2020 Syllabus]		* [https://drive.google.com/open?id=1GXMASmf7x_oOMqv9mJ1z5O-o55lz3lJj Fall 2020 Syllabus]
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	=Sources=		=Sources=
			Here are some additional course sources that may prove useful

	==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

			==Questions for thought==
	What should be the data science oath?		What should be the data science oath?

	==~~Lab~~ 1 - Word Embeddings==		==Assignment 1 - The Wikipedia Assignment==
			* [https://dashboard.wikiedu.org/courses/George_Washington_University/DATS_6450_-_Data_Science_Ethics_(Fall_2020) Wikipedia Course Dashboard]

			==Assignment 4- 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.

Simson at 11:33, 28 April 2020

2020-04-28T11:33:42Z

← Older revision		Revision as of 04:33, 28 April 2020
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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==~~		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==~~		==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

			==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=

Simson at 11:32, 28 April 2020

2020-04-28T11:32:51Z

← Older revision		Revision as of 04:32, 28 April 2020
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	Course Materials:		=Current Course=
	* [https://drive.google.com/open?id=~~1sKO1ZIyYll0xX5m3zt_Q~~-~~joTGzvaRU92~~ Syllabus]		Fall 2020 Course Materials:
	* [https://dashboard.wikiedu.org/courses/George_Washington_University/DATS_6450_-_Data_Science_Ethics_(~~Fall_2019~~)~~/home~~ Wikipedia Course Dashboard]		* [https://drive.google.com/open?id=1GXMASmf7x_oOMqv9mJ1z5O-o55lz3lJj Fall 2020 Syllabus]
	* [https://drive.google.com/open?id=~~1HTOVVErtGhaoJbasel8gWbUgAnq467o4~~ Public Google Drive]		* [https://dashboard.wikiedu.org/courses/George_Washington_University/DATS_6450_-_Data_Science_Ethics_(Fall_2020) Wikipedia Course Dashboard]
			* [https://drive.google.com/open?id=1f00aXyFcUQvuA2wFioxFpAXaNdUPjNH3 Public Google Drive]

			=Sources=


	==Ethical Framework Sources==		==Ethical Framework Sources==
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	* What should be the data science oath?		* What should be the data science oath?

	=Labs=		==Labs==
	==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

			=Previous Years=
			==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]
			* [https://drive.google.com/open?id=1HTOVVErtGhaoJbasel8gWbUgAnq467o4 Public Google Drive]

Simson at 01:51, 21 September 2019

2019-09-21T01:51:26Z

← Older revision		Revision as of 18:51, 20 September 2019
Line 16:		Line 16:
	* [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		* [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?

	===Lab 1 - Word Embeddings===		=Labs=
			==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.

Simson: /* Ethical Framework Sources */

2019-09-21T01:50:44Z

Ethical Framework Sources

← Older revision		Revision as of 18:50, 20 September 2019
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	* [https://www.ieee.org/about/corporate/governance/p7-8.html IEEE Code of Ethics]		* [https://www.ieee.org/about/corporate/governance/p7-8.html IEEE Code of Ethics]
	* [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."		* [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."
			* [https://www.acm.org/articles/bulletins/2017/january/usacm-statement-algorithmic-accountability USACM Statement on Algorithmic Transparency and Accountability], January 12, 2017
			* [https://www.nitrd.gov/pubs/NationalPrivacyResearchStrategy.pdf US National Privacy Research Strategy], June 2016

	==Other Sources==		==Other Sources==

Simson: /* Other Sources */

2019-09-21T01:40:40Z

Other Sources

← Older revision		Revision as of 18:40, 20 September 2019
Line 12:		Line 12:
	* [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.
			* [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

Simson: /* =Ethical Framework Sources */

2019-09-21T01:34:11Z

=Ethical Framework Sources

← Older revision		Revision as of 18:34, 20 September 2019
Line 4:		Line 4:
	* [https://drive.google.com/open?id=1HTOVVErtGhaoJbasel8gWbUgAnq467o4 Public Google Drive]		* [https://drive.google.com/open?id=1HTOVVErtGhaoJbasel8gWbUgAnq467o4 Public Google Drive]

	==Ethical Framework Sources=		==Ethical Framework Sources==
	* [https://www.acm.org/code-of-ethics ACM Code of Ethics]		* [https://www.acm.org/code-of-ethics ACM Code of Ethics]
	* [https://www.ieee.org/about/corporate/governance/p7-8.html IEEE Code of Ethics]		* [https://www.ieee.org/about/corporate/governance/p7-8.html IEEE Code of Ethics]

Simson at 01:33, 21 September 2019

2019-09-21T01:33:47Z

← Older revision		Revision as of 18:33, 20 September 2019
Line 4:		Line 4:
	* [https://drive.google.com/open?id=1HTOVVErtGhaoJbasel8gWbUgAnq467o4 Public Google Drive]		* [https://drive.google.com/open?id=1HTOVVErtGhaoJbasel8gWbUgAnq467o4 Public Google Drive]

	==Sources==		==Ethical Framework Sources=
			* [https://www.acm.org/code-of-ethics ACM Code of Ethics]
			* [https://www.ieee.org/about/corporate/governance/p7-8.html IEEE Code of Ethics]
			* [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."

			==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.
	===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.

Simson at 01:53, 5 September 2019

2019-09-05T01:53:07Z

← Older revision		Revision as of 18:53, 4 September 2019
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	* [https://drive.google.com/open?id=1sKO1ZIyYll0xX5m3zt_Q-joTGzvaRU92 Syllabus]		* [https://drive.google.com/open?id=1sKO1ZIyYll0xX5m3zt_Q-joTGzvaRU92 Syllabus]
	* [https://dashboard.wikiedu.org/courses/George_Washington_University/DATS_6450_-_Data_Science_Ethics_(Fall_2019)/home Wikipedia Course Dashboard]		* [https://dashboard.wikiedu.org/courses/George_Washington_University/DATS_6450_-_Data_Science_Ethics_(Fall_2019)/home Wikipedia Course Dashboard]
			* [https://drive.google.com/open?id=1HTOVVErtGhaoJbasel8gWbUgAnq467o4 Public Google Drive]

	==Sources==		==Sources==

Simson: /* Word Embeddings */

2019-08-05T23:57:38Z

Word Embeddings

← Older revision		Revision as of 16:57, 5 August 2019
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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],		* [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],
	* [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,		* [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,
			* https://www.technologyreview.com/s/602025/how-vector-space-mathematics-reveals-the-hidden-sexism-in-language/
			* https://towardsdatascience.com/gender-bias-word-embeddings-76d9806a0e17
			* https://arxiv.org/pdf/1806.06301.pdf