IT3190: Introduction to Machine Learning and Data Mining

IT3190 is a course that provides the standard knowledge of Machine Learning and Data Mining. The content involves classical supervised and unsupervised learning algorithms including linear regression, KNN, SVM, ensemble methods, K-means, dimension reduction, and so on. Besides, some timely research is also updated such as advances in deep learning, generative modeling.