课程信息

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第 1 门课程(共 5 门)

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初级

完成时间大约为17 小时

建议:4 weeks of study, 2-5 hours/week...

英语(English)

字幕:英语(English)

您将学到的内容有

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    Examine the history and current challenges faced by Social Science through the digital revolution.

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    Configure a machine to create a database that can be used for analysis.

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    Discuss what is artificial intelligence (AI) and train a machine.

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    Discover how social networks and human dynamics create social systems and recognizable patterns.

100% 在线

立即开始,按照自己的计划学习。

第 1 门课程(共 5 门)

可灵活调整截止日期

根据您的日程表重置截止日期。

初级

完成时间大约为17 小时

建议:4 weeks of study, 2-5 hours/week...

英语(English)

字幕:英语(English)

教学大纲 - 您将从这门课程中学到什么

1

1

完成时间为 3 小时

Computational Social Science (CSS)

完成时间为 3 小时
14 个视频 (总计 124 分钟), 3 个阅读材料, 1 个测验
14 个视频
What is this Specialization About?18分钟
Study Suggestions17分钟
Module 1 Introduction3分钟
The Digital Revolution13分钟
First Ever UC-wide Online Course1分钟
A Very Short History of Science5分钟
A Very Simplistic Hierarchy of Science5分钟
Social Emergence (Part 1)4分钟
Social Emergence (Part 2)7分钟
The Scientific Method Revisited13分钟
Limitations of Induction and Deduction15分钟
Glass of Red Wine Theorizing5分钟
Social Science Challenges7分钟
3 个阅读材料
A Note From UC Davis10分钟
About UCCSS10分钟
Optional/Complementary10分钟
1 个练习
Module 1 Quiz45分钟
2

2

完成时间为 5 小时

Example of Computational Social Science (Part 1)

完成时间为 5 小时
7 个视频 (总计 75 分钟), 3 个阅读材料, 3 个测验
7 个视频
Overview of Big Data10分钟
Fighting Poverty with Data7分钟
Extracting Features8分钟
Predicting Poverty10分钟
Who Cares?9分钟
Webscraping Lab How-To28分钟
3 个阅读材料
Welcome to the Web Scraping Lab10分钟
Welcome to Peer Review Assignments!10分钟
Optiona/ Complementary10分钟
2 个练习
Web Scraping Assigned Task5分钟
Module 2 Quiz45分钟
3

3

完成时间为 2 小时

Examples of Computational Social Science (Part 2)

完成时间为 2 小时
7 个视频 (总计 39 分钟), 1 个阅读材料, 1 个测验
7 个视频
Overview of Artificial Intelligence (Part 1)5分钟
Overview of Artificial Intelligence (Part 2)7分钟
Machine Learning6分钟
Overfitting4分钟
Training, Validation, Testing7分钟
A Common Difficulty in ML5分钟
1 个阅读材料
Optional/Complementary10分钟
1 个练习
Module 3 Quiz30分钟
4

4

完成时间为 2 小时

Social Networks and Computer Simulations

完成时间为 2 小时
10 个视频 (总计 67 分钟), 1 个测验
10 个视频
Overview of Social Networks10分钟
Connected3分钟
From Obesity to Generosity7分钟
Get Your Friends Involved!8分钟
Overview of Computer Simulations11分钟
Models7分钟
Why Model?6分钟
Cultural Boundaries8分钟
Course Summary1分钟
1 个练习
Module 4 Quiz45分钟

讲师

Image of instructor, Martin Hilbert

Martin Hilbert

Professor
Communication, Graduate Group Computer Science Chair Emphasis Computational Social Science

关于 加州大学戴维斯分校

UC Davis, one of the nation’s top-ranked research universities, is a global leader in agriculture, veterinary medicine, sustainability, environmental and biological sciences, and technology. With four colleges and six professional schools, UC Davis and its students and alumni are known for their academic excellence, meaningful public service and profound international impact....

关于 Computational Social Science 专项课程

Digital technology has not only revolutionized society, but also the way we can study it. Currently, this is taken advantage of by the most valuable companies in Silicon Valley, the most powerful governmental agencies, and the most influential social movements. What they have in common is that they use computational tools to understand, and ultimately influence human behavior and social dynamics. An increasing part of human interaction leaves a massive digital footprint behind. Studying it allows us to gain unprecedented insights into what society is and how it works, including its intricate social networks that had long been obscure. Computational power allows us to detect hidden patterns through analytical tools like machine learning and to natural language processing. Finally, computer simulations enable us to explore hypothetical situations that may not even exist in reality, but that we would like to exist: a better world. This specialization serves as a multidisciplinary, multi-perspective, and multi-method guide on how to better understand society and human behavior with modern research tools. This specialization gives you easy access to some of the exciting new possibilities of how to study society and human behavior. It is the first online specialization collectively taught by Professors from all 10 University of California campuses....
Computational Social Science

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