課程信息

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第 2 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21 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

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    Define and discuss big data opportunities and limitations.

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    Work with IBM Watson and analyze a personality through Natural Language Programming (NLP).

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    Examine how AI is used through case studies.

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    Examine and discuss the roles ethics play in AI and big data.

100% 在線

立即開始,按照自己的計劃學習。

第 2 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21 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 2 小時

Getting Started and Big Data Opportunities

完成時間為 2 小時
9 個視頻 (總計 75 分鐘), 2 個閱讀材料, 1 個測驗
9 個視頻
Big Data Overview2分鐘
What is "Big Data"?14分鐘
Digital Footprint5分鐘
Political Data-fusion and No-Sampling (Part 1)14分鐘
Political Data-fusion and No-Sampling (Part 2)3分鐘
Real-time11分鐘
Machine Learning5分鐘
Machine Learning Recommender Systems11分鐘
2 個閱讀材料
A Note From UC Davis10分鐘
Optional/Complementary10分鐘
1 個練習
Module 1 Quiz30分鐘
2

2

完成時間為 4 小時

Big Data Limitations

完成時間為 4 小時
8 個視頻 (總計 52 分鐘), 1 個閱讀材料, 3 個測驗
8 個視頻
Big Data Limitations2分鐘
Footprint ≠ Representativeness10分鐘
Data ≠ Reality6分鐘
Meaning ≠ Meaningful4分鐘
Discrimination ≠ Personalization8分鐘
Correlation ≠ Causation6分鐘
Past ≠ Future10分鐘
1 個閱讀材料
Welcome to Peer Review Assignments!10分鐘
2 個練習
Natural Language Processing (NLP) Assignment Task5分鐘
Module 2 Quiz30分鐘
3

3

完成時間為 3 小時

Artificial Intelligence

完成時間為 3 小時
15 個視頻 (總計 105 分鐘), 1 個閱讀材料, 1 個測驗
15 個視頻
A Short History of AI9分鐘
State of the Art5分鐘
The Most Intelligent Gamer4分鐘
Search and Robotics7分鐘
Vision and Machine Learning6分鐘
AI Challenges3分鐘
Moral Frames7分鐘
Predictions From Morals6分鐘
Moral Brain Signatures6分鐘
Computational fMRI11分鐘
(A Personal) History of Dialogue Systems6分鐘
The Art of Dialogue10分鐘
Making Conversations10分鐘
AI Telling Stories7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

Research Ethics and Language Acquisition Models

完成時間為 2 小時
13 個視頻 (總計 105 分鐘), 1 個閱讀材料, 1 個測驗
13 個視頻
Origins: Unethical Medical Research8分鐘
Unethical Social Research10分鐘
Taking Responsibility12分鐘
The Common Rule8分鐘
Ethical Computational Social Science10分鐘
Concerns of an AI Pioneer5分鐘
Walker on Ethics10分鐘
Shelton on Ethics7分鐘
Language Acquisition6分鐘
Modeling Framework9分鐘
Computational Model6分鐘
Lessons Learned6分鐘
1 個閱讀材料
Slaughterbots10分鐘
1 個練習
Module 4 Quiz30分鐘

講師

Image of instructor, Martin Hilbert

Martin Hilbert

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

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

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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