Course Prefix
DCS
Course Code
630
Course Title
Algorithms for Data Science
Description
Overview of theory and practice of EM algorithm, bootstrap method, Monte Carlo simulation, density estimation, and MCMC. Other popular Data Science algorithms including k-NN, naïve Bayes, decision trees, random forests, SVM and k-means will be covered with hands-on examples.
Credit Hours
3
Course Level
Graduate
School
School of Computing, Applied Science, & Engineering