CHEMENG 4H03 - Big Data Methods and Modeling in Chemical and Materials Engineering

3 unit(s)

Review of multivariate statistics. Acquiring, interpreting and processing large data sets. Introduction to dimensional reduction techniques such as principal component analysis (PCA) and projection of latent structures (PLS). Introduction to Artificial Neural Networks. Survey of methods for clustering, classification, and regression. Chemical and materials engineering applications. Coursework will include computer programming and reasoning with linear algebra.
Three lectures; one term
Prerequisite(s): One of COMMERCE 2QA3, STATS 3J04, STATS 3Y03, MATLS 3J03, IBEHS 3S03, IBEHS 4C03 or HTHSCI 2A03