ELEC5308: Intelligent Information Engineering Practice
2021 - Semester 2; Postgraduate level course.
TechX Academy Bootcamp
2021 - Summer.
Instructor: Designed and taught a 10-day course on “Introduction to Data Science”.
◊ Big picture of Data Science
◊ Linear Models: Linear Regression, Logistic Regression, Generalized Linear Models, Softmax Regression
◊ Neural Networks, Convolutional Neural Network
◊ Other Classification Methods: Decision Tree, Random Forest, Boosting Method, Support Vector Machines
◊ Unsupervised Learning: K-means, Manifold Learning, Principal Component Analysis
◊ Introduction to Natural Language Processing
Electrical & Information Engineering
The University of Sydney.