CNG409 SPECIAL TOPICS: INTRODUCTION TO MACHINE LEARNING
Course Code: |
3550409 |
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: |
|
Offered Semester: |
Fall and Spring Semesters. |
Prerequisite: |
Set 1: 3550223
, 3570260 , 3630221 |
The course set above should be completed before taking
CNG409 SPECIAL TOPICS: INTRODUCTION TO MACHINE LEARNING . |
Course Content
This course provides a broad introduction to machine learning. The topics include supervised and unsupervised learning, Bayesion inference/classification, regression, clustering, kernels and Support Vector Machines (SVM) and accompanying concepts such as model and feature selection, combining classifiers such as boosting, active learning, dimension reduction techniques.