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.