Decoding AI: A Deep Dive into AI Models and Predictions explores the significance of large datasets, demystifies generative artificial intelligence (AI), and challenges common media myths about AI. By defining key terms and exploring how systems “learn” from data, you will gain a baseline understanding of how AI works. Work to understand different critiques of AI narratives, learn to navigate conversations with precision, discern conflicts of interest, and appreciate the multidisciplinary expertise needed to shape AI's impact on society. This course provides you with the strategies and frameworks to engage in better conversation about the role of AI in your work and beyond.
This is the third course in Understanding Data: Navigating Statistics, Science, and AI Specialization, in which you’ll gain a core foundation for statistical and data literacy and gain an understanding of the data we encounter in our everyday lives.
涵盖的内容
7个视频5篇阅读材料1个作业1个讨论话题
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7个视频•总计52分钟
Welcome to What Does "Artificial Intelligence" Really Mean?•2分钟
How Did We Get Here? One AI Origin Story•11分钟
Artificial Intelligence Terminology•13分钟
Part I: How Does a Machine "Learn"? •6分钟
Part II: How Does a Machine "Learn"? •5分钟
What is Generative AI?•10分钟
A Lens to Take With Us•6分钟
5篇阅读材料•总计29分钟
Meet Your Instructor•3分钟
Course Syllabus•10分钟
Help Us Learn About You •10分钟
Module 1 Suggested Readings•5分钟
Module 1 Bibliography•1分钟
1个作业•总计60分钟
Module 1 Practice Quiz•60分钟
1个讨论话题•总计10分钟
Meet Your Fellow Global Learners•10分钟
How Do Machine Learning Systems Work?
2 Module•小时 后完成
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6个视频2篇阅读材料1个作业
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6个视频•总计55分钟
Introduction to How Do Machine Learning Systems Work•1分钟
Ingredients of Machine Learning Part I: Data•14分钟
Ingredients of Machine Learning Part II: Models•9分钟
Ingredients of Machine Learning Part III: Evaluation•12分钟
How Do We Know if a Machine Learning System is Useful?•11分钟
More Usefulness Questions•10分钟
2篇阅读材料•总计15分钟
Module 2 Suggested Readings•5分钟
Module 2 Bibliography•10分钟
1个作业•总计60分钟
Module 2 Ungraded Quiz•60分钟
The Limits of Data and Prediction
3 Module•小时 后完成
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5个视频2篇阅读材料1个作业
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5个视频•总计48分钟
Introduction to Putting AI Into Practice•1分钟
The Why in AI•12分钟
Case Study: Predicting Sepsis•15分钟
Case Study: The Fragile Families Study•9分钟
Does the Model Match the Problem?•11分钟
2篇阅读材料•总计15分钟
Module 3 Suggested Readings•5分钟
Module 3 Bibliography•10分钟
1个作业•总计60分钟
Module 3 Ungraded Quiz•60分钟
How to Have Better Conversations About AI
4 Module•小时 后完成
单元详情
涵盖的内容
5个视频3篇阅读材料2个作业1个讨论话题
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5个视频•总计55分钟
Introduction to How to Have Better Conversations About AI•1分钟
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When will I have access to the lectures and assignments?
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