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CEA CAPA Partner Institution:Universidad Carlos III de Madrid
Location:Madrid, Spain
Primary Subject Area: Computer Sciences
Instruction in:English
Course Code:16494
Transcript Source:Partner Institution
Course Details:Level 200
Recommended Semester Credits:3
Contact Hours:42
Prerequisites:Calculus I and II, Linear Algebra, Programming, Probability and Data Analysis, Introduction to Statistical Modeling, Statistical Learning
DESCRIPTION
This course is designed to give a panoramic view of several tools available for predictive modeling, at an introductory-intermediate level. This view covers in-depth the main concepts in linear models and gives an overview on their extensions. The focus is placed on providing the main insights on the statistical/mathematical foundations of the models and on showing the effective implementation of the methods through the use of the statistical software R.