Academic Catalog

AEE4904 SPECIAL TOPICS IN AEROSPACE ENGINEERING: INTRODUCTION TO ARTIFICAL INTELLIGENCE AND MACHINE LEARNING FOR AEROSPACE ENGINEERING

Course Code:	5724904
METU Credit (Theoretical-Laboratory hours/week):	3(3-0)
ECTS Credit:	5.0
Department:	Aerospace Engineering
Language of Instruction:	English
Level of Study:	Undergraduate
Course Coordinator:
Offered Semester:	Fall and Spring Semesters.
Prerequisite:	Set 1: 5610202 , 5710240 Set 2: 5710240 , 5720202
One of the sets above should be completed before taking AEE4904 SPECIAL TOPICS IN AEROSPACE ENGINEERING: INTRODUCTION TO ARTIFICAL INTELLIGENCE AND MACHINE LEARNING FOR AEROSPACE ENGINEERING.

Course Content

Foundations of Artificial Intelligence and Machine Learning; data types and sources; structured vs unstructured data; datasets, labelling, metadata, and data quality; exploratory analysis and pre-processing; feature engineering; train/validation/test splits; supervised and unsupervised learning; regression, classification, clustering, Principal Component Analysis; Neural Networks and Convolutional Neural Networks; model tuning, validation; applications in Aerospace Engineering.