Middlebury Institute of International Studies at Monterey

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STAT0218A-F24

Statistical Learning

Statistical Learning (formerly MATH 0218)
This course is an introduction to modern statistical, machine learning, and computational methods to analyze large and complex data sets that arise in a variety of fields, from biology to economics to astrophysics. The theoretical underpinnings of the most important modeling and predictive methods will be covered, including regression, classification, clustering, resampling, and tree-based methods. Student work will involve implementation of these concepts using open-source computational tools. (MATH 0118, or MATH 0216, or BIOL 1230, or ECON 1230, or ENVS 1230, or FMMC 1230, or HARC 1230, or JAPN 1230, or LNGT 1230, or NSCI 1230, or MATH 1230 or SOCI 1230) 3 hrs. lect./disc.
Course Reference Number (CRN):
92360
Subject Code:
STAT
Course Number:
0218
Section Identifier:
A

Course

STAT 0218

All Sections in Fall 2024

Fall 2024

STAT0218A-F24 Lecture (Lyford)