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Artificial Intelligence Operations

Haliç Üniversitesi | Academic | Vocational Schools | Vocational School | Programs | Artificial Intelligence Operations
About The Program
2025-2026 Eğitim-Öğretim yılında faaliyetlerine başlayan Haliç Üniversitesi Yapay Zeka Operatörlüğü Programı, öğrencilere iki yıllık eğitim süresince hem temel bilgisayar bilimleri altyapısını hem de güncel yapay zeka teknolojilerine yönelik uygulamalı yetkinlikleri kazandırmayı amaçlamaktadır.
 
Program kapsamında; programlama temelleri, veri yapıları, algoritma mantığı, makine öğrenmesi ve derin öğrenme prensipleri ile veri toplama, işleme ve görselleştirme teknikleri bütüncül bir yaklaşımla ele alınmaktadır. Büyük veri yönetimi ve bulut tabanlı işlem süreçleri, öğrencilerin ilgi ve kariyer hedeflerine göre seçmeli dersler aracılığıyla derinleştirilmektedir; ağ güvenliği ve siber güvenliğe giriş konuları da aynı çerçevede desteklenmektedir.
 
Öğrencilerimiz; yaygın programlama ve veri analiz dillerini etkin biçimde kullanmayı öğrenmekte, veri tabanı yönetimi ve sürüm kontrol araçlarıyla çalışma becerisi kazanmaktadır. Robotik uygulamalar, sensör teknolojileri, akıllı sistemler ve endüstriyel otomasyon çözümleri, ilgili seçmeli dersler ve atölye çalışmalarıyla gerçek endüstri senaryolarına aktarılmaktadır.
Yapay Zeka Proje Yönetimi ve Bitirme Projesi gibi proje tabanlı dersler, yapay zeka destekli uygulama geliştirme, model eğitimi, sistem entegrasyonu, performans izleme ve hata ayıklama gibi pratik becerilerin pekiştirilmesini sağlar. Tüm bu teknik ve uygulamalı bileşenler; etik sorumluluk, takım çalışması, mesleki iletişim ve proje yönetimi eğitimleriyle desteklenmekte, bu alanlar zorunlu ve seçmeli dersler yoluyla bütüncül biçimde öğrencilere kazandırılmaktadır.
 
Program, mezunlarını doğrudan iş yaşamına katılabilecek ve isteğe bağlı olarak lisans tamamlama süreçlerine geçiş yapabilecek donanımla yetiştirmektedir.
 
NECDET ŞEKER

NECDET ŞEKER

Lecturer

Instructor

necdetseker@halic.edu.tr

More Info
ZEYNEP İNEL ÖZKİPER

ZEYNEP İNEL ÖZKİPER

Lecturer

Instructor

zeynepinel@halic.edu.tr

More Info
The Artificial Intelligence Operations Program was established within Haliç University Vocational School for the 2025-2026 academic year and provides instruction at the in-person (formal education) level. The language of instruction is Turkish.
Students who successfully complete all program requirements will be awarded an Associate Degree diploma in Artificial Intelligence Operations at the end of the fourth semester.
High school degree

Having been placed through national student selection and placement exams (with a TYT score)

For international students: having applied directly to the university and been accepted; assessment by the university in accordance with publicly available national and institutional regulations specified on the university’s website.
Graduates may continue into the following bachelor’s degree programs via the Vertical Transfer Examination (DGS): Computer Science; Computer Engineering; Computer and Instructional Technology Teaching; Information Systems Engineering; Information Systems and Technologies; Statistics; Statistics and Computer Science; Mathematics and Computer Science; Software Engineering; and Management Information Systems.

1.Semester Course Plan

Ders KoduDers AdıT+U+LAKTSDers Türü
BGT1110Introduction to Artificial Intelligence3+0+04Compulsory
BVA1001Data Science3+0+04Compulsory
HLÜ0110Basic Information Technologies3+0+03Compulsory
MYO0011Vocational Mathematics I2+2+04Compulsory
MYO1000Engineering Science3+0+04Compulsory
OZD0101Turkish Language I2+0+02Compulsory
OZD0103History of Turkish Revolution and Ataturk's Principles I2+0+02Compulsory
OZD0105English I3+0+03Compulsory
YZO1001Introduction to Programming with Python2+2+04Compulsory

2.Semester Course Plan

Ders KoduDers AdıT+U+LAKTSDers Türü
BGT2190Introduction to Machine Learning3+0+04Compulsory
HLÜ0120Occupational Health and Safety2+0+02Compulsory
MYO0012Vocational Mathematics II2+2+04Compulsory
OZD0102Turkish Language II2+0+02Compulsory
OZD0104History of Turkish Revolution and Ataturk's Principles II2+0+02Compulsory
OZD0106English II3+0+03Compulsory
OZD0130Career Planning2+0+02Compulsory
YZO1002Data Structures and Algorithms1+2+04Compulsory
ADS1XX2Non-Area Elective-3Elective
HLÜ0130Entrepreneurship3+0+03Elective
HLÜ0140Social Life3+0+03Elective
HLÜ0150Film Analysis3+0+03Elective
HLÜ0160Political History3+0+03Elective
AİS1XX2Area Elective-4Elective
BGT1100Multimedia Applications3+0+04Elective
BGT1120Computer Networks3+0+04Elective
BPP1100Innovation3+0+04Elective
BPP1110Probability and Statistics3+0+04Elective
BTP1110Linear Algebra3+0+04Elective
BTP1120Introduction to Computer Aided Design3+0+04Elective
GTP1104Creative Idea Workshop0+4+04Elective
OGP11103D Modeling3+0+04Elective
OGP1120Tech Entrepreneurship3+0+04Elective
YZO1100Computer Hardware and System Software3+0+04Elective
YZO1110Social Network Analysis3+0+04Elective
YZO1120Software Design and Architecture3+0+04Elective
YZO1130Database Management Systems2+2+04Elective

3.Semester Course Plan

Ders KoduDers AdıT+U+LAKTSDers Türü
BPP2001Object Oriented Programming2+2+04Compulsory
MYO2010Internship0+0+05Compulsory
YZO2001Deep Learning1+2+04Compulsory
YZO2003Artificial Intelligence Project Management2+2+05Compulsory
AİS2XX1Area Elective (2 Courses)-8Elective
BGT1100Multimedia Applications3+0+04Elective
BGT1120Computer Networks3+0+04Elective
BGT2100Internet Programming I3+0+04Elective
BGT2110Cloud Computing3+0+04Elective
BGT2120Industry Data Communication Protocols3+0+04Elective
BGT2130Internet of Things3+0+04Elective
BGT2140Introduction to Cyber ??Security with Applications3+0+04Elective
BGT2150Internet Programming II3+0+04Elective
BGT2160Introduction to Android Programming3+0+04Elective
BGT2170Software Verification and Validation3+0+04Elective
BPP1100Innovation3+0+04Elective
BPP1110Probability and Statistics3+0+04Elective
BPP2110Parallel and Distributed Programming3+0+04Elective
BPP2120Software Development3+0+04Elective
BPP2130Data Warehousing and Data Mining3+0+04Elective
BPP2160System Analysis and Design3+0+04Elective
BPP2170Game Programming3+0+04Elective
BTP1001Electronic3+0+04Elective
BTP1110Linear Algebra3+0+04Elective
BTP1120Introduction to Computer Aided Design3+0+04Elective
BTP2100Special Topics in Database Systems3+0+04Elective
BTP2110Programmable Controllers3+0+04Elective
BTP2130Discrete Mathematics3+0+04Elective
BTP2140Fundamentals of Programming with Matlab3+0+04Elective
BTP2150Microprocessors3+0+04Elective
BTP2160Human Computer Interaction3+0+04Elective
BVA1003Big Data Technologies2+2+04Elective
BVA2001Data Visualization and Reporting2+2+04Elective
GTP2131Web and Mobile Interface Design2+2+04Elective
OGP11103D Modeling3+0+04Elective
OGP1120Tech Entrepreneurship3+0+04Elective
OGP2100UX/UI Design and Web Accessibility3+0+04Elective
OGP2120Motivation and Communication Techniques3+0+04Elective
OGP2130Gamification3+0+04Elective
OGP2160AR/VR Game Development3+0+04Elective
SGP2100Cyber Incident Management3+0+04Elective
SGP2130Mobile Technologies and Security3+0+04Elective
SGP2140Next Generation Technologies3+0+04Elective
YZO1100Computer Hardware and System Software3+0+04Elective
YZO1110Social Network Analysis3+0+04Elective
YZO1120Software Design and Architecture3+0+04Elective
YZO1130Database Management Systems2+2+04Elective
MYS2XX1Vocational School Elective-4Elective
HLÜ0010Scientific Research Methods1+2+04Elective
HLÜ0020Vocational Ethics2+0+04Elective
MYO0130Vocational Professional English3+0+04Elective
MYO0500Gender in Working Life3+0+04Elective
MYO0510Diction and Speech2+0+04Elective
MYO0520World Cuisine2+0+04Elective
MYO0530Visual Perception and Aesthetics2+0+04Elective
MYO0540Sign Language2+0+04Elective
MYO0550Sectoral Broadcasting and Media3+0+04Elective
MYO0560Brand Management2+0+04Elective
MYO0570Project Management2+0+04Elective
MYO0580City and Culture2+0+04Elective
MYO0590Mathematics Literacy and Fundemental Calculation Skills1+3+04Elective
MYO0600Marketing3+0+04Elective
MYO0610E-commerce3+0+04Elective
MYO0620Contemporary Art and Critical Perspective2+0+04Elective
MYO0630Introduction to Psychology2+0+04Elective
MYO0640First aid2+0+04Elective
MYO0650Effective Communication and Etiquette2+0+04Elective
MYO0660Digital Storytelling2+0+04Elective
MYO0670World Culinary Cultures2+0+04Elective
MYO0680Introduction to Theater2+0+04Elective
MYO0690Art Therapy and Creativity2+0+04Elective
MYO0700Behavioral Economics2+0+04Elective
MYO0710Historical Buildings and Features2+0+04Elective
MYO0720Behavioral Sciences3+0+04Elective
MYO0730Physiotherapy in Industry2+0+04Elective
MYO0740Community Based Education and Social Responsibility2+0+04Elective
MYO0750Traditional Children's Games2+0+04Elective
MYO0760Digital Literacy2+0+04Elective
MYO0770Introduction to Political Science3+0+04Elective
MYO0780Globalization and Migration3+0+04Elective
MYO0790Democracy and Human Rights3+0+04Elective
MYO0800Artificial Intelligence and Society3+0+04Elective
MYO0810Work and Society3+0+04Elective

4.Semester Course Plan

Ders KoduDers AdıT+U+LAKTSDers Türü
MYO0170Sectoral Applications of Artificial Intelligence3+0+04Compulsory
MYO2000Graduation Project0+4+06Compulsory
YZO2002Image and Audio Processing2+2+04Compulsory
YZO2004Application Development with Artificial Intelligence2+2+04Compulsory
AİS2XX2Area Elective (2 Courses)-8Elective
BGT1100Multimedia Applications3+0+04Elective
BGT1120Computer Networks3+0+04Elective
BGT2100Internet Programming I3+0+04Elective
BGT2110Cloud Computing3+0+04Elective
BGT2120Industry Data Communication Protocols3+0+04Elective
BGT2130Internet of Things3+0+04Elective
BGT2140Introduction to Cyber ??Security with Applications3+0+04Elective
BGT2150Internet Programming II3+0+04Elective
BGT2160Introduction to Android Programming3+0+04Elective
BGT2170Software Verification and Validation3+0+04Elective
BPP1100Innovation3+0+04Elective
BPP1110Probability and Statistics3+0+04Elective
BPP2110Parallel and Distributed Programming3+0+04Elective
BPP2120Software Development3+0+04Elective
BPP2130Data Warehousing and Data Mining3+0+04Elective
BPP2160System Analysis and Design3+0+04Elective
BPP2170Game Programming3+0+04Elective
BTP1110Linear Algebra3+0+04Elective
BTP1120Introduction to Computer Aided Design3+0+04Elective
BTP2100Special Topics in Database Systems3+0+04Elective
BTP2110Programmable Controllers3+0+04Elective
BTP2130Discrete Mathematics3+0+04Elective
BTP2140Fundamentals of Programming with Matlab3+0+04Elective
BTP2150Microprocessors3+0+04Elective
BTP2160Human Computer Interaction3+0+04Elective
GTP1104Creative Idea Workshop0+4+04Elective
GTP2118Augmented Reality2+2+04Elective
OGP11103D Modeling3+0+04Elective
OGP1120Tech Entrepreneurship3+0+04Elective
OGP2100UX/UI Design and Web Accessibility3+0+04Elective
OGP2120Motivation and Communication Techniques3+0+04Elective
OGP2130Gamification3+0+04Elective
OGP2160AR/VR Game Development3+0+04Elective
SGP2100Cyber Incident Management3+0+04Elective
SGP2130Mobile Technologies and Security3+0+04Elective
SGP2140Next Generation Technologies3+0+04Elective
YZO1100Computer Hardware and System Software3+0+04Elective
YZO1110Social Network Analysis3+0+04Elective
YZO1120Software Design and Architecture3+0+04Elective
YZO1130Database Management Systems2+2+04Elective
YZR2002Robotic Systems3+0+04Elective
YZR2004Industrial Automation2+2+04Elective
MYS2XX2Vocational School Elective-4Elective
HLÜ0010Scientific Research Methods1+2+04Elective
HLÜ0020Vocational Ethics2+0+04Elective
MYO0130Vocational Professional English3+0+04Elective
MYO0500Gender in Working Life3+0+04Elective
MYO0510Diction and Speech2+0+04Elective
MYO0520World Cuisine2+0+04Elective
MYO0530Visual Perception and Aesthetics2+0+04Elective
MYO0540Sign Language2+0+04Elective
MYO0550Sectoral Broadcasting and Media3+0+04Elective
MYO0560Brand Management2+0+04Elective
MYO0570Project Management2+0+04Elective
MYO0580City and Culture2+0+04Elective
MYO0590Mathematics Literacy and Fundemental Calculation Skills1+3+04Elective
MYO0600Marketing3+0+04Elective
MYO0610E-commerce3+0+04Elective
MYO0620Contemporary Art and Critical Perspective2+0+04Elective
MYO0630Introduction to Psychology2+0+04Elective
MYO0640First aid2+0+04Elective
MYO0650Effective Communication and Etiquette2+0+04Elective
MYO0660Digital Storytelling2+0+04Elective
MYO0670World Culinary Cultures2+0+04Elective
MYO0680Introduction to Theater2+0+04Elective
MYO0690Art Therapy and Creativity2+0+04Elective
MYO0700Behavioral Economics2+0+04Elective
MYO0710Historical Buildings and Features2+0+04Elective
MYO0720Behavioral Sciences3+0+04Elective
MYO0730Physiotherapy in Industry2+0+04Elective
MYO0740Community Based Education and Social Responsibility2+0+04Elective
MYO0750Traditional Children's Games2+0+04Elective
MYO0760Digital Literacy2+0+04Elective
MYO0770Introduction to Political Science3+0+04Elective
MYO0780Globalization and Migration3+0+04Elective
MYO0790Democracy and Human Rights3+0+04Elective
MYO0800Artificial Intelligence and Society3+0+04Elective
MYO0810Work and Society3+0+04Elective
Students become eligible to graduate from the program provided that they have successfully completed all compulsory and elective courses in their curriculum, achieved a minimum cumulative grade point average of 2.00 (with no course failures), and met the requirement of 120 ECTS credits
Our graduates have a wide range of employment opportunities, especially in the digital transformation units of institutions. Major fields where they can work include:

Technology companies: operation and technical support of AI applications

Data analytics and big data firms: managing data processing pipelines

Finance and e-commerce: model operations, risk and fraud monitoring

Manufacturing and industrial automation: supervision of smart lines and predictive maintenance

Health informatics and smart city projects: operation of data-based systems and field support

Data centers and cloud services: workload planning and security monitoring
In the Artificial Intelligence Operations Program at Haliç University, students’ academic performance is monitored and evaluated through various methods appropriate to the nature of each course. Midterm exams, projects, reports, quizzes, homework, practical work, and end-of-term (final) exams form the main components of this evaluation. For each course, at least one midterm and one final exam are conducted during the semester; the midterm grade may also include homework, laboratory exams, and similar assessment tools.

The assessment and evaluation processes are governed by the basic principles set by the Council of Higher Education (YÖK) and organized by the Senate of Haliç University. Students’ success grades are calculated using letter and/or numerical grading systems in line with these principles. When converting between the 4-point and 100-point grading scales, the conversion chart approved by YÖK is used.

In order to take the end-term exam, students must attend at least 70% of the theoretical classes and at least 80% of the practical classes. In calculating the success grade, midterm exams contribute 40% and the final exam contributes 60%; all exams are scored out of 100 points. Students who receive one of the grades AA, BA, BB, CB, or CC are considered to have passed the course; grades of DC and DD are considered conditional success.

For each course, the assessment tools to be used and whether evaluation is relative or absolute are determined by the relevant administrative board before the start of the academic year. In this way, students’ learning is measured in a multidimensional manner, and both in-term and end-of-term performances are evaluated through a fair and transparent system.
Instructor Zeynep İNEL ÖZKİPER
Faculty Sectary Yavuz ERDOĞAN