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Course Information

Algorithms for Data Science (DCS 630)

Term: 2025-2026 Fall

Faculty

Ikram Daidai
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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.