MAT4091: Basic Deep Learning and Applications

Fall 2026 · Hanyang University ERICA

Course Information

• Instructor: Sehyun Kwon

• Course Number: MAT4091

• Semester: Fall 2026

• Lecture Schedule: MON 11:00-13:00 융합교육관 Room 203, WED 11:00-13:00 융합교육관 Room 409

Course Materials

• Logistics

• Chapter 0: Introduction

• Chapter 1: Image Classification with Linear Classifiers

• Chapter 2: Regularization

• Chapter 3: Optimization

• Chapter 4: Neural Networks

• Chapter 5: Backpropagation

• Chapter 6: Image Classification with CNNs

• Chapter 7: CNN Architectures

Assignments

• Assignment 1 (Due: 10/19)

Team Project

• Fashion Category Tagging

References

This course was developed with reference to Stanford CS231n and Mathematical Foundations of Deep Neural Networks at Seoul National University.

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