GUO, Zhijiang - HKUST Class Schedule & Quota

Class Schedule & Quota
2026-27 Fall 2025-26 Summer 2025-26 Spring 2025-26 Winter
2026-27 Fall
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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This service was first adapted from a student contribution in 2011-12 Fall. The efforts of all concerned are duly acknowledged.

AIAA AMAT BSBE CMAA CNCC CNGF DLED DSAA EOAS FTEC FUNH INFH INTR IOTA IPEN LANG MICS MOES MSSM PDEV PLED ROAS SEEN SMMG SOCH SYSH UCMP UCUG UFUG UGOD

COURSE INFO

PRE-REQUISITE	DSAA 2011 or AIAA 3111
DESCRIPTION	This course provides students with an extensive exposure to deep learning. Topics include shallow and deep neural networks, activation functions and rectified linear unit, construction of deep neural networks and matrix representations including deep convolutional neural networks and deep recursive neural networks, computational issues including backpropagation, automatic differentiation, stochastic gradient descent, complexity analysis, approximation analysis including universality of approximation, design of deep neural network architectures and programming according to various applications.

PRE-REQUISITE

DSAA 2011 or AIAA 3111

DESCRIPTION

This course provides students with an extensive exposure to deep learning. Topics include shallow and deep neural networks, activation functions and rectified linear unit, construction of deep neural networks and matrix representations including deep convolutional neural networks and deep recursive neural networks, computational issues including backpropagation, automatic differentiation, stochastic gradient descent, complexity analysis, approximation analysis including universality of approximation, design of deep neural network architectures and programming according to various applications.

DSAA 2012 - Deep Learning (3 units)

Section	Date & Time	Room	Instructor	Quota	Enrol	Avail
L01 (6666)	Mo 03:00PM - 04:20PM	Rm 148, E1	GUO, Zhijiang XIA, Jun	48	30	18
L01 (6666)	Fr 10:30AM - 11:50AM	Rm 148, E1	GUO, Zhijiang XIA, Jun	48	30	18
L02 (6667)	MoWe 09:00AM - 10:20AM	Rm 101, W4	GUO, Zhijiang XIA, Jun	48	48	0
LA01 (6668)	Th 05:30PM - 06:20PM	Rm 148, E1	GUO, Zhijiang XIA, Jun	48	47	1
LA02 (6669)	Th 05:30PM - 06:20PM	Rm 101, W4	GUO, Zhijiang XIA, Jun	48	31	17