Course Offered by SCALE LAB
IEMS-304 Statistical Learning for Data Analysis
Predictive modeling of data using modern regression and classification methods. Multiple linear regression; logistic regression; pitfalls and diagnostics; nonparametric and nonlinear regression and classification such as trees, nearest neighbors, neural networks, and ensemble methods.
IEMS 402 - Statistical Learning
Required graduate course on mathematical foundations of data science.
IEMS 407 - Uncertainty Quantification
Advanced graduate course on Gaussian Process, optimal transport, sampling and optimization in probability space, continuous time markov chain, Kalman Filter, Probabilistic Numerics.