Faculty of Computer and Information Sciences | Department of Data Science and Analytics (English) | Lessons

I. SEMESTER Katalog PDF İndir

Code	Course Title	Course Type	Laboratory + Practice	ECTS
KÜL193	Career Planning (ENG)	Required Courses	1+0	2.0
VBA101	Introduction to Algorithms (ENG)	Required Courses	3+0	5.0
VBA103	Calculus (ENG)	Required Courses	4+0	6.0
VBA105	Data Science and Statistics (ENG)	Required Courses	3+0	6.0
VBA107	Introduction to Economics (ENG)	Required Courses	3+0	4.0
VBA109	Probability for Data Science (ENG)	Required Courses	2+0	4.0
VBA111	English and Composition I (ENG)	Required Courses	3+0	3.0
Sum				30

II. SEMESTER

Code	Course Title	Course Type	Laboratory + Practice	ECTS
VBA102	Linear Algebra for Data Science (ENG)	Required Courses	3+0	6.0
VBA104	Fundamental Statistics (ENG)	Required Courses	3+0	6.0
VBA106	Discrete Mathematics (ENG)	Required Courses	2+0	5.0
VBA108	Programming Fundamentals for Data Science (ENG)	Required Courses	3+1	6.0
VBA110	Introduction to Business (ENG)	Required Courses	3+0	4.0
VBA112	English and Composition II (ENG)	Required Courses	3+0	3.0
Sum				30

III. SEMESTER

Code	Course Title	Course Type	Laboratory + Practice	ECTS
TAR165	Atatürk's Principles and History of Turkish Revolution I	Required Courses	2+0	2.0
TÜR125	Turkish Language I	Required Courses	2+0	2.0
VBA201	Applied Computing for Analytics (ENG)	Required Courses	3+1	6.0
VBA203	Database Management Systems (ENG)	Required Courses	3+1	6.0
VBA205	Information Technologies (ENG)	Required Courses	2+0	5.0
VBA207	Data Strategy and Leadership (ENG)	Required Courses	3+0	5.0
VBA209	Data Acquisition and APIs (ENG)	Required Courses	2+0	4.0
Sum				30

IV. SEMESTER

Code	Course Title	Course Type	Laboratory + Practice	ECTS
TAR166	Atatürk's Principles and History of Turkish Revolution II	Required Courses	2+0	2.0
TÜR126	Turkish Language II	Required Courses	2+0	2.0
VBA200	Machine Learning I: Supervised Learning I (ENG)	Required Courses	3+1	6.0
VBA202	Exploratory Data Analysis and Visualization (ENG)	Required Courses	3+0	6.0
VBA204	Introduction to Business Spreadsheets (ENG)	Required Courses	2+1	6.0
VBA206	Management Information Systems (ENG)	Required Courses	3+0	6.0
	Elective Courses			2.0
Sum				30

V. SEMESTER

Code	Course Title	Course Type	Laboratory + Practice	ECTS
VBA301	Machine Learning II: Unsupervised Learning (ENG)	Required Courses	3+1	6.0
VBA303	Social Network Analysis (ENG)	Required Courses	4+0	5.0
VBA305	Artificial Intelligence in Business (ENG)	Required Courses	2+0	4.0
VBA307	Natural Language Processing and Text Analytics (ENG)	Required Courses	3+0	5.0
	Area Elective Courses			10.0
Sum				30

VI. SEMESTER

Code	Course Title	Course Type	Laboratory + Practice	ECTS
VBA302	Machine Learning III: Deep Learning (ENG)	Required Courses	3+1	6.0
VBA304	Big Data Ecosystems (ENG)	Required Courses	3+0	5.0
VBA306	Decision Support Systems (ENG)	Required Courses	3+0	5.0
VBA308	AI Ethics, and Governance (ENG)	Required Courses	2+0	5.0
	Area Elective Courses			9.0
Sum				30

VII. SEMESTER

Code	Course Title	Course Type	Laboratory + Practice	ECTS
VBA401	Graduation Project I (ENG)	Required Courses	3+0	6.0
VBA403	Spatial Data Science (ENG)	Required Courses	3+0	4.0
VBA405	Econometrics and Causal Inference (ENG)	Required Courses	3+0	5.0
VBA407	Reproducible Research and Academic Publishing (ENG)	Required Courses	3+1	5.0
	Area Elective Courses			10.0
Sum				30

VIII. SEMESTER

Code	Course Title	Course Type	Laboratory + Practice	ECTS
VBA402	Graduation Project II (ENG)	Required Courses	3+0	6.0
VBA404	Modern Forecasting Methods (ENG)	Required Courses	2+1	5.0
VBA406	Optimization Methods for Data Science (ENG)	Required Courses	3+0	5.0
	Area Elective Courses			14.0
Sum				30

Area Elective Courses

Code	Course Title	Course Type	Laboratory + Practice	ECTS
VBA309	Game Theory (ENG)	Area Elective Courses	2 + 0	4.0
VBA311	Modern Marketing with Data (ENG)	Area Elective Courses	2 + 0	4.0
VBA312	Data Mining (ENG)	Area Elective Courses	2 + 0	4.0
VBA314	Occupational Health and Safety (ENG)	Area Elective Courses	2 + 0	4.0
VBA409	Finance in the Age of Artificial Intelligence (ENG)	Area Elective Courses	3 + 0	5.0
VBA411	Accounting with Spreadsheets (ENG)	Area Elective Courses	2 + 0	4.0
VBA413	Multi-Criteria Decision Making (ENG)	Area Elective Courses	2 + 0	4.0
VBA408	Advanced Web Technologies (ENG)	Area Elective Courses	2 + 0	4.0
VBA410	Cyber Security (ENG)	Area Elective Courses	2 + 0	4.0
VBA412	Machine Learning Operations: From Experimentation to Production (ENG)	Area Elective Courses	3 + 0	5.0
VBA414	Cloud Computing (ENG)	Area Elective Courses	2 + 0	4.0