XU, Renjing - HKUST Class Schedule & Quota

Class Schedule & Quota
2024-25 Fall 2023-24 Summer 2023-24 Spring 2021-22 Winter
2023-24 Spring
Common Core Course
The class information on this page will normally be updated every 15 to 20 minutes during class enrollment period.
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COURSE INFO

VECTOR	[3-0-0:3]
DESCRIPTION	This course aims to introduce students to all the basic and advanced concepts in Linear Algebra with a strong focus on their applications in Data Analysis, Signal Processing, and Machine Learning. It will cover the following three parts: Data Analytics (Recommender systems, Data completion, Data prediction, forecasting, Optimal Estimation); Signal Processing (Signal Estimation, Regularization, Compressive Sensing, Image Compression, Robotics and Dynamical systems); Machine Learning (Regression, Clustering, EM Algorithm, Perceptron, SVM/ Kernel SVM, Principal Component Analysis (PCA), Graph Neural Network).

VECTOR

[3-0-0:3]

DESCRIPTION

This course aims to introduce students to all the basic and advanced concepts in Linear Algebra with a strong focus on their applications in Data Analysis, Signal Processing, and Machine Learning. It will cover the following three parts: Data Analytics (Recommender systems, Data completion, Data prediction, forecasting, Optimal Estimation); Signal Processing (Signal Estimation, Regularization, Compressive Sensing, Image Compression, Robotics and Dynamical systems); Machine Learning (Regression, Clustering, EM Algorithm, Perceptron, SVM/ Kernel SVM, Principal Component Analysis (PCA), Graph Neural Network).

MICS 6000M - Linear Algebra in Data Analysis, Signal Processing, and Machine Learning (3 units)

Section	Date & Time	Room	Instructor	Quota	Enrol	Avail	Wait	Remarks
L01 (6013)	Fr 09:00AM - 11:50AM	Rm 102, W1	XU, Renjing	20	10	10	0