Overview
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Explore the ethical implications of algorithms in this thought-provoking lecture by Michael Kearns from the University of Pennsylvania. Delve into crucial topics such as data privacy, anonymization techniques, and the concept of differential privacy. Examine real-world applications like Google Heat Maps and the 2020 Census to understand the challenges of maintaining privacy in the digital age. Investigate the complex issue of fairness in algorithmic decision-making, using practical examples to illustrate key concepts. Learn about the research agenda driving advancements in ethical algorithm design and implementation. Engage with the speaker during a Q&A session to further explore these critical issues shaping our increasingly data-driven world.
Syllabus
Introduction
Presentation
Research Agenda
Data Privacy
Anonymization
Privacy
Differential Privacy
Randomized Response
Google Heat Maps
The 2020 Census
Fairness
Example
Defining Fairness
The Left Turn
Navigation Apps
QA
Taught by
Simons Institute