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ICPSR — Machine Learning: Applications and Opportunities in Social Science Research (VIRTUAL)
August 4, 2020 @ 9:00 am - 5:00 pm
The field of machine learning is most commonly associated with “big data”: how we can use massive datasets to make better predictions about things like credit card fraud, Netflix recommendations, and the like. Though machine learning has been most influential in its commercial and medical applications, a growing number of social scientists are taking advantage of these methods to:
- uncover patterns and structure embedded in data
- test and improve model specification and predictions
- perform data reduction
This course covers the mechanics underlying machine learning methods and discusses how these techniques can be leveraged by social scientists to gain new insight from their data. Specifically, the course will cover: decision trees, random forests, boosting, k-means clustering and nearest neighbors, support vector machines, kernels, neural networks, and ensemble learning. We will also discuss topics related to best practices, including error rates, cross-validation, and the use of bootstrapping methods to develop uncertainty estimates.
Software: The course will use R to demonstrate the theoretical properties and empirical applications of these methods, and so participants should have some basic familiarity with R or similar statistical computing environments (such as Stata, SAS, or Python). An advanced programming background is not required or assumed.
Prerequisites: Participants should also have some prior exposure to linear regression models.
Fee: Members = $1500; Non-members = $3000
Instructor: Chris Hare, University of California at Davis
Please Note: The ICPSR Summer Program takes the health and safety of our instructors, participants, and staff very seriously. We are closely monitoring COVID-19 updates and developments across the United States and around the world. Based on the advice of the Centers for Disease Control and Prevention to avoid close contact with others and assess the risks and necessity of travel, the ICPSR Summer Program has reached out to the instructor for this workshop and they will be offering this workshop remotely/virtually. This workshop will not be held on the campus of UNC Chapel Hill.