Mathematics has been playing an important role in data analysis from the very beginning; for example, Fourier analysis is one of the main tools in the analysis of image and signal data. This course is to introduce some mathematical methods for data analysis. It will cover mathematical formulations and computational methods to exploit specific structures contained in the data. Some special machine learning algorithms are introduced in case studies.
Mathematical Methods for Data Analysis
The Hong Kong University of Science and Technology
via edX
Learn mathematical methods for data analysis including mathematical formulations and computational methods. Some well-known machine learning algorithms such as k-means are introduced in the examples.
Instructor(s)
Jianfeng CAI
The Hong Kong University of Science and Technology
via edX
Free (audit)
Paid Certificate Available
Estimated 8 weeks
Self paced
Intermediate