Academic Catalog

CEIT418 INTRODUCTION TO DATA SCIENCE FOR EDUCATION

Course Code: 4300418
METU Credit (Theoretical-Laboratory hours/week): 3(2-2)
ECTS Credit: 4.0
Department: Computer Education And Instructional Technology
Language of Instruction: English
Level of Study: Undergraduate
Course Coordinator: Assist.Prof.Dr ERKAN ER
Offered Semester: Fall and Spring Semesters.

Course Content

Loading and wrangling of educational data. Techniques to explore and visualize educational data. Applying basics statistics on educational data. Machine learning models for education. Analyzing educational text data. Building stories from educational data. Automated reporting and dashboards. Ethics and privacy in educational data science. Python numpy, pandas, and scikit-learn libraries.