課程信息

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第 1 門課程(共 5 門)

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初級

完成時間大約為17 小時

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

英語(English)

字幕:英語(English)

您將學到的內容有

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

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

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

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

100% 在線

立即開始,按照自己的計劃學習。

第 1 門課程(共 5 門)

可靈活調整截止日期

根據您的日程表重置截止日期。

初級

完成時間大約為17 小時

建議:4 weeks of study, 2-5 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

1

完成時間為 3 小時

Computational Social Science (CSS)

完成時間為 3 小時
14 個視頻 (總計 124 分鐘), 3 個閱讀材料, 1 個測驗
14 個視頻
Course Introduction5分鐘
Optional: Study Suggestions (not required)17分鐘
Module 1 Introduction3分鐘
The Digital Revolution13分鐘
First Ever UC-wide Online Course1分鐘
A Very Short History of Science5分鐘
A Very Simplistic Hierarchy of Science5分鐘
Social Emergence (Part 1)4分鐘
Social Emergence (Part 2)7分鐘
The Scientific Method Revisited13分鐘
Limitations of Induction and Deduction15分鐘
Glass of Red Wine Theorizing5分鐘
Social Science Challenges7分鐘
3 個閱讀材料
About UCCSS10分鐘
A Note From UC Davis10分鐘
Optional/Complementary10分鐘
1 個練習
Module 1 Quiz45分鐘
2

2

完成時間為 5 小時

Example of Computational Social Science: Data Science

完成時間為 5 小時
7 個視頻 (總計 75 分鐘), 3 個閱讀材料, 3 個測驗
7 個視頻
Overview of Big Data10分鐘
Fighting Poverty with Data7分鐘
Extracting Features8分鐘
Predicting Poverty10分鐘
Who Cares?9分鐘
Webscraping Lab How-To28分鐘
3 個閱讀材料
Welcome to the Web Scraping Lab10分鐘
Welcome to Peer Review Assignments!10分鐘
Optiona/ Complementary10分鐘
2 個練習
Web Scraping Assigned Task5分鐘
Module 2 Quiz45分鐘
3

3

完成時間為 2 小時

Examples of CSS: Machine Learning & AI

完成時間為 2 小時
7 個視頻 (總計 39 分鐘), 1 個閱讀材料, 1 個測驗
7 個視頻
Overview of Artificial Intelligence (Part 1)5分鐘
Overview of Artificial Intelligence (Part 2)7分鐘
Machine Learning6分鐘
Overfitting4分鐘
Training, Validation, Testing7分鐘
A Common Difficulty in ML5分鐘
1 個閱讀材料
Optional/Complementary10分鐘
1 個練習
Module 3 Quiz30分鐘
4

4

完成時間為 2 小時

Examples of CSS: Social Networks and Computer Simulations

完成時間為 2 小時
10 個視頻 (總計 67 分鐘)
10 個視頻
Overview of Social Networks10分鐘
Connected3分鐘
From Obesity to Generosity7分鐘
Get Your Friends Involved!8分鐘
Overview of Computer Simulations11分鐘
Models7分鐘
Why Model?6分鐘
Cultural Boundaries8分鐘
Course Summary1分鐘
1 個練習
Module 4 Quiz45分鐘

關於 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....

關於 Computational Social Science 專項課程

For more information please view the Computational Social Science Trailer 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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