Recent Trends in Computer Vision (Graduate) (AAI6001-01)
Fall 2022
Schedule: Mon. 5:00pm-5:50pm, Fri. 4:00pm-5:45pm
Location: Engineering Building 4 - D509
Web forum: LearnUs
Instructor: Jonghyun Choi (jc@yonsei.ac.kr)
Office: Yonsei Engineering Research Part (YERP) 152D
Office Hour: Mon. 4:00pm-5:00pm
Introduction
This course is designed to understand and discuss recent computer vision, machine learning and relevant literature. After taking the course, we expect students to get to know recent literature on these subjects.
Schedule
References
- (CB) Pattern Recognition and Machine Learning, (Christopher Bishop, 2006) [Link]
- (TM) Machine Learning, (Tom Mitchell, 1997) [Link]
- (DHS) Pattern Classification 2nd Edition, (Richard O Duda, Peter E. Hart, David G. Stork, 2000)
[Link]
- (DL) Deep Learning (Ian Goodfellow, Yoshua Bengio, Aaron Courville, 2016) [Link]
- (D2L) Dive into Deep Learning (Aston Zhang et al., 2019) [Link]
- (GT) Mathematics for Machine Learning, (Garrett Thomas, 2018) [Link]
- (KM) Machine Learning: a probabilistic perspective, (Kevin Murphy, 2013) [Link]
- (SB) Reinforcement Learning, 2nd Edition, (Richard S. Sutton and Andrew G. Barto, 2018) [Link]