Academic Catalog

CNG403 SPECIAL TOPICS IN COMPUTER ENGINEERING: INTRODUCTION TO DEEP LEARNING

Course Code: 3550403
METU Credit (Theoretical-Laboratory hours/week): 3(3-0)
ECTS Credit: 6.0
Department: Computer Engineering
Language of Instruction: English
Level of Study: Undergraduate
Course Coordinator: Prof.Dr. MURAT FAHRÝOÐLU
Offered Semester: Fall and Spring Semesters.
Prerequisite: Set 1: 3570120 , 3570260 , 3630221
Set 2: 3560330 , 3570120 , 3570260
Set 3: 3570120 , 3570260 , 3880265
One of the sets above should be completed before taking CNG403 SPECIAL TOPICS IN COMPUTER ENGINEERING: INTRODUCTION TO DEEP LEARNING.

Course Content

Fundamental concepts in machine learning; history of artificial neuron models; perceptron learning; gradient descent and its alternatives: multi-layer perceptrons; convolutional neural networks; recurrent neural networks.