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初級

完成時間大約為16 小時

建議:4 weeks, 3-4 hours/week...

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100% 在線

立即開始,按照自己的計劃學習。

可靈活調整截止日期

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初級

完成時間大約為16 小時

建議:4 weeks, 3-4 hours/week...

英語(English)

字幕:英語(English)

教學大綱 - 您將從這門課程中學到什麼

1
完成時間為 1 小時

What are Ethics?

Module 1 of this course establishes a basic foundation in the notion of simple utilitarian ethics we use for this course. The lecture material and the quiz questions are designed to get most people to come to an agreement about right and wrong, using the utilitarian framework taught here. If you bring your own moral sense to bear, or think hard about possible counter-arguments, it is likely that you can arrive at a different conclusion. But that discussion is not what this course is about. So resist that temptation, so that we can jointly lay a common foundation for the rest of this course.

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4 個視頻 (總計 21 分鐘), 4 個閱讀材料, 1 個測驗
4 個視頻
Case Study: Spam (not the meat)4分鐘
4 個閱讀材料
Course Syllabus10分鐘
Welcome Announcement10分鐘
Help us learn more about you!10分鐘
What are Ethics? - Introduction10分鐘
1 個練習
Module 1 Quiz20分鐘
完成時間為 1 小時

History, Concept of Informed Consent

Early experiments on human subjects were by scientists intent on advancing medicine, to the benefit of all humanity, disregard for welfare of individual human subjects. Often these were performed by white scientists, on black subject. In this module we will talk about the laws that govern the Principle of Informed Consent. We will also discuss why informed consent doesn’t work well for retrospective studies, or for the customers of electronic businesses.

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4 個視頻 (總計 33 分鐘), 1 個測驗
1 個練習
Module 2 Quiz20分鐘
完成時間為 1 小時

Data Ownership

Who owns data about you? We'll explore that question in this module. A few examples of personal data include copyrights for biographies; ownership of photos posted online, Yelp, Trip Advisor, public data capture, and data sale. We'll also explore the limits on recording and use of data.

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5 個視頻 (總計 28 分鐘), 1 個測驗
5 個視頻
Case Study: Rate My Professor3分鐘
Case Study: Privacy After Bankruptcy2分鐘
1 個練習
Module 3 Quiz20分鐘
2
完成時間為 2 小時

Privacy

Privacy is a basic human need. Privacy means the ability to control information about yourself, not necessarily the ability to hide things. We have seen the rise different value systems with regards to privacy. Kids today are more likely to share personal information on social media, for example. So while values are changing, this doesn’t remove the fundamental need to be able to control personal information. In this module we'll examine the relationship between the services we are provided and the data we provide in exchange: for example, the location for a cell phone. We'll also compare and contrast "data" against "metadata".

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7 個視頻 (總計 53 分鐘), 2 個閱讀材料, 1 個測驗
7 個視頻
Privacy3分鐘
Modern Privacy Risks12分鐘
Case Study: Targeted Ads3分鐘
Case Study: The Naked Mile2分鐘
Case Study: Sneaky Mobile Apps5分鐘
2 個閱讀材料
Privacy - Introduction10分鐘
Module 4 Discussion Prompt References10分鐘
1 個練習
Module 4 Quiz20分鐘
完成時間為 1 小時

Anonymity

Certain transactions can be performed anonymously. But many cannot, including where there is physical delivery of product. Two examples related to anonymous transactions we'll look at are "block chains" and "bitcoin". We'll also look at some of the drawbacks that come with anonymity.

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4 個視頻 (總計 26 分鐘), 1 個測驗
4 個視頻
Anonymity5分鐘
Case Study: Credit Card Statements2分鐘
1 個練習
Module 5 Quiz20分鐘
3
完成時間為 2 小時

Data Validity

Data validity is not a new concern. All too often, we see the inappropriate use of Data Science methods leading to erroneous conclusions. This module points out common errors, in language suited for a student with limited exposure to statistics. We'll focus on the notion of representative sample: opinionated customers, for example, are not necessarily representative of all customers.

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10 個視頻 (總計 60 分鐘), 1 個閱讀材料, 1 個測驗
10 個視頻
Validity9分鐘
Errors in Model Design8分鐘
Managing Change5分鐘
Case Study: Three Blind Mice4分鐘
Case Study: Algorithms and Race3分鐘
Case Study: Algorithms in the Office3分鐘
Case Study: GermanWings Crash5分鐘
Case Study: Google Flu5分鐘
1 個閱讀材料
Data Validity - Introduction10分鐘
1 個練習
Module 6 Quiz20分鐘
完成時間為 1 小時

Algorithmic Fairness

What could be fairer than a data-driven analysis? Surely the dumb computer cannot harbor prejudice or stereotypes. While indeed the analysis technique may be completely neutral, given the assumptions, the model, the training data, and so forth, all of these boundary conditions are set by humans, who may reflect their biases in the analysis result, possibly without even intending to do so. Only recently have people begun to think about how algorithmic decisions can be unfair. Consider this article, published in the New York Times. This module discusses this cutting edge issue.

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6 個視頻 (總計 50 分鐘), 1 個閱讀材料, 1 個測驗
6 個視頻
P Hacking10分鐘
Case Study: High Throughput Biology3分鐘
Case Study: Geopricing2分鐘
Case Study: Your Safety Is My Lost Income10分鐘
1 個閱讀材料
Algorithmic Fairness - Introduction10分鐘
1 個練習
Module 7 Quiz20分鐘
4
完成時間為 1 小時

Societal Consequences

In Module 8, we consider societal consequences of Data Science that we should be concerned about even if there are no issues with fairness, validity, anonymity, privacy, ownership or human subjects research. These “systemic” concerns are often the hardest to address, yet just as important as other issues discussed before. For example, we consider ossification, or the tendency of algorithmic methods to learn and codify the current state of the world and thereby make it harder to change. Information asymmetry has long been exploited for the advantage of some, to the disadvantage of others. Information technology makes spread of information easier, and hence generally decreases asymmetry. However, Big Data sets and sophisticated analyses increase asymmetry in favor of those with ability to acquire/access.

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5 個視頻 (總計 46 分鐘), 1 個閱讀材料, 1 個測驗
5 個視頻
Case Study: Social Credit Scores7分鐘
Case Study: Predictive Policing8分鐘
1 個閱讀材料
Societal Consequences - Introduction10分鐘
1 個練習
Module 8 Quiz20分鐘
完成時間為 3 小時

Code of Ethics

Finally, in Module 9, we tie all the issues we have considered together into a simple, two-point code of ethics for the practitioner.

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3 個視頻 (總計 16 分鐘), 1 個閱讀材料, 2 個測驗
1 個閱讀材料
Post-Course Survey10分鐘
1 個練習
Module 9 Quiz10分鐘
完成時間為 1 小時

Attributions

This module contains lists of attributions for the external audio-visual resources used throughout the course.

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4 個閱讀材料
4 個閱讀材料
Week 1 Attributions10分鐘
Week 2 Attributions10分鐘
Week 3 Attributions10分鐘
Week 4 Attributions10分鐘
4.6
36 個審閱Chevron Right

來自Data Science Ethics的熱門評論

創建者 LAJun 27th 2019

I really enjoyed the material and the way it was presented. Even though I am not new to the topic, still more avenues and perspectives were supported with very good examples. Very refreshing.

創建者 AYMar 18th 2019

Absolutely delightful to have Professor Jagadish walking us through the course. The course was informative and very stimulating. Opens up to a new world of data science ethics. Thank you!

講師

Avatar

H.V. Jagadish

Bernard A Galler Collegiate Professor
Electrical Engineering and Computer Science

關於 密歇根大学

The mission of the University of Michigan is to serve the people of Michigan and the world through preeminence in creating, communicating, preserving and applying knowledge, art, and academic values, and in developing leaders and citizens who will challenge the present and enrich the future....

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