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Big Data Analytics

Haliç Üniversitesi | Academic | Vocational Schools | Vocational School | Programs | Big Data Analytics
About The Program
Büyük Veri Analistliği programı, öğrencilere büyük ölçekli verilerin toplanması, depolanması, analiz edilmesi ve iş dünyasında kullanılabilir bilgilere dönüştürülmesi konusunda yetkinlik kazandırır. Program kapsamında çeşitli programlama dilleri ve büyük veri teknolojileri ile veri analizi, istatistik, makine öğrenmesi, veri görselleştirme ve iş zekâsı uygulamaları öğretilir. Öğrenciler ayrıca veri güvenliği ve etik konularında bilgi edinir, gerçek veri setleriyle projeler yaparak teorik bilgilerini pratikte pekiştirirler.
 
AHMET MURAT ERMİŞ

AHMET MURAT ERMİŞ

Asst. Prof.

Faculty Member

ahmetmuratermis@halic.edu.tr

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OSMAN GÜLTEPE

OSMAN GÜLTEPE

Lecturer

Instructor

osmangultepe@halic.edu.tr

More Info
The Big Data Analytics Program was established within the Vocational School of Haliç University in the 2025–2026 academic year and offers formal (on-campus) education. The language of instruction is Turkish.
Students who successfully complete all the program requirements receive an associate degree in Big Data Analytics at the end of the 4th semester.
1 - High school diploma or an equivalent certificate
2 - Score from the Higher Education Institutions Exam (TYT)
There is no information regarding vertical transfer for the Big Data Analytics Program in ÖSYM.
The duration of the Big Data Analytics Program is two years, and the language of instruction is Turkish.

1.Semester Course Plan

Ders KoduDers AdıT+U+LAKTSDers Türü
BVA1001Data Science3+0+03Compulsory
BVA1003Big Data Technologies2+2+03Compulsory
HLÜ0120Occupational Health and Safety2+0+02Compulsory
MYO0011Vocational Mathematics I3+0+03Compulsory
OZD0107Turkish Language4+0+04Compulsory
OZD0109English6+0+06Compulsory
YZO1001Introduction to Programming with Python2+2+03Compulsory
ADS1XX1Non-Area Elective-3Elective
HLÜ0010Scientific Research Methods1+2+03Elective
HLÜ0020Vocational Ethics2+0+03Elective
HLÜ0130Entrepreneurship3+0+03Elective
HLÜ0140Social Life3+0+03Elective
HLÜ0150Film Studies3+0+03Elective
HLÜ0160Political History3+0+03Elective
HLÜ0270Management and Human Relations in Organizations3+0+03Elective
MYO0130Vocational English3+0+03Elective
MYO0500Gender in Working Life3+0+03Elective
MYO0510Diction and Effective Speaking2+0+03Elective
MYO0520World Cuisines2+0+03Elective
MYO0530Visual Perception and Aesthetics2+0+03Elective
MYO0540Sign Language2+0+03Elective
MYO0550Industry-Specific Publishing and Media3+0+03Elective
MYO0560Brand Management2+0+03Elective
MYO0570Project Management2+0+03Elective
MYO0580City and Culture2+0+03Elective
MYO0590Mathematical Literacy and Basic Calculation Skills1+3+03Elective
MYO0600Marketing3+0+03Elective
MYO0610E-Commerce3+0+03Elective
MYO0620Contemporary Art and Critical Perspectives2+0+03Elective
MYO0630Introduction to Psychology2+0+03Elective
MYO0640First Aid2+0+03Elective
MYO0650Effective Communication and Etiquette2+0+03Elective
MYO0660Digital Storytelling2+0+03Elective
MYO0670World Culinary Cultures2+0+03Elective
MYO0680Introduction to Theatre2+0+03Elective
MYO0690Art Therapy and Creativity2+0+03Elective
MYO0700Behavioral Economics2+0+03Elective
MYO0710Historic Buildings and Their Characteristics2+0+03Elective
MYO0720Behavioral Sciences3+0+03Elective
MYO0730Industrial Physiotherapy2+0+03Elective
MYO0740Community-Based Education and Social Responsibility2+0+03Elective
MYO0750Traditional Children's Games2+0+03Elective
MYO0760Digital Literacy2+0+03Elective
MYO0770Introduction to Political Science3+0+03Elective
MYO0780Globalization and Migration3+0+03Elective
MYO0790Democracy and Human Rights3+0+03Elective
MYO0800Artificial Intelligence and Society3+0+03Elective
MYO0810Work and Society3+0+03Elective
AİS1XX1Area Elective-3Elective
BBO2100Linux Operating Systems Administration3+0+03Elective
BB02001Data Security3+0+03Elective
BGT1002Computer Network Systems3+1+03Elective
BGT1100Multimedia Applications3+0+03Elective
BGT1110Introduction to Artificial Intelligence3+0+03Elective
BGT1120Computer Networks3+0+03Elective
BGT1130Content Management Systems3+0+03Elective
BGT1140Introduction to Cybersecurity with Applications3+0+03Elective
BGT1150Internet Programming I3+0+03Elective
BGT1160Introduction to Android Programming3+0+03Elective
BGT1170Cloud Computing3+0+03Elective
BGT1180Industrial Data Communication Protocols3+0+03Elective
BGT1190Software Verification and Validation3+0+03Elective
BGT1210Mobile Programming3+0+03Elective
BGT1220Web-Based Instructional Design and Applications3+0+03Elective
BGT1240Internet of Things3+0+03Elective
BGT1250Introduction to Machine Learning3+0+03Elective
BGT2150Internet Programming II3+0+03Elective
BPP1100Innovation3+0+03Elective
BPP1120Software Fundamentals3+0+03Elective
BPP1130Image Processing3+0+03Elective
BPP1140Parallel and Distributed Programming3+0+03Elective
BPP1150Software Development3+0+03Elective
BPP1170Robotic Modeling and Control3+0+03Elective
BPP1180Advanced Computer Programming Applications3+0+03Elective
BPP1190Systems Analysis and Design3+0+03Elective
BPP1200Game Programming3+0+03Elective
BPP1210Software Development Techniques3+0+03Elective
BTP1100Graphics and Animation3+0+03Elective
BTP1110Linear Algebra3+0+03Elective
BTP1120Introduction to Computer-Aided Design3+0+03Elective
BTP1130Algorithms3+0+03Elective
BTP1140Special Topics in Database Systems3+0+03Elective
BTP1150Programmable Controllers3+0+03Elective
BTP1160Microcontrollers3+0+03Elective
BTP1170Discrete Mathematics3+0+03Elective
BTP1180Fundamentals of Programming with MATLAB3+0+03Elective
BTP1190Microprocessors3+0+03Elective
BTP1200Human-Computer Interaction3+0+03Elective
BTP1210Database Design and Management II3+0+03Elective
BTP1220Advanced Computer Programming3+0+03Elective
BVA1100Big Data Privacy and Security3+0+03Elective
BVA1110Introduction to Regression3+0+03Elective
BVA1120Statistical Programming with R3+0+03Elective
BVA1130Probability and Statistics3+0+03Elective
BVA2100Financial Analytics with Big Data3+0+03Elective
BVA2110Multivariate Statistical Analysis3+0+03Elective
BVA2120Experimental Design and Analysis of Variance3+0+03Elective
BVA2130Natural Language Processing3+0+03Elective
BVA2140Business Intelligence Tools and Applications3+0+03Elective
BVA2150Survey Analysis with Sampling Methods3+0+03Elective
BVA2160Social Media and Network Analytics3+0+03Elective
BVA2170Medical Data Mining3+0+03Elective
BVA2180Data Acquisition and Validation3+0+03Elective
BVA2190Time Series Analysis and Forecasting3+0+03Elective
ELN1110Business Management, Quality Assurance and Standards3+0+03Elective
KBU1001Business Process Management and Analysis3+0+03Elective
KBU1010Cloud Technologies in Enterprise Information Systems3+0+03Elective
KBU1120Digital Transformation in Corporate Management3+0+03Elective
OGP2100UX/UI Design and Web Accessibility3+0+03Elective
OGP2110Motivation and Communication Techniques3+0+03Elective
OGP2120Gamification3+0+03Elective
OGP2130Mobile Game Development3+0+03Elective
OGP2140Sound Design3+0+03Elective
OGP2150Game Marketing and Distribution3+0+03Elective
OGP2160AR/VR Game Development3+0+03Elective
OGP2170Color Theory3+0+03Elective
OGP2210Game Security and Penetration Testing3+0+03Elective
OGP2230Artificial Intelligence and Intelligent Systems in Games3+0+03Elective
OGP2240AI-Assisted Game Design and Production3+0+03Elective
RYZ1010Robotic Systems3+0+03Elective
RYZ2001Deep Learning3+0+03Elective
RYZ2100Industrial Automation3+0+03Elective
SGP1001Introduction to Cybersecurity3+0+03Elective
SGP1100Database Applications and Security3+0+03Elective
SGP1120Foundations of Information and Network Technologies3+0+03Elective
SGP1130Mobile Technologies and Security3+0+03Elective
SGP1140Next-Generation Technologies3+0+03Elective
SGP1150Malware Analysis and Detection3+0+03Elective
SGP1160Cybersecurity Management3+0+03Elective
SGP1190Introduction to Cryptography and Algorithms3+0+03Elective
SGP2005Cyber Incident Management3+0+03Elective
YZO1100Computer Hardware and System Software3+0+03Elective
YZO1110Social Network Analysis3+0+03Elective
YZO1120Software Design and Architecture3+0+03Elective
YZO1130Database Management Systems3+0+03Elective

2.Semester Course Plan

Ders KoduDers AdıT+U+LAKTSDers Türü
BPP1002Data Structures and Programming3+0+03Compulsory
BTP1002Database Design and Management I2+2+03Compulsory
HLÜ0110Basic Information Technologies3+0+03Compulsory
MYO0012Vocational Mathematics II3+0+03Compulsory
OZD0108History of Turkish Revolution and Atatürk's Principles4+0+04Compulsory
OZD0130Career Planning2+0+02Compulsory
ADS1XX2Non-Area Elective-3Elective
HLÜ0010Scientific Research Methods1+2+03Elective
HLÜ0020Vocational Ethics2+0+03Elective
HLÜ0130Entrepreneurship3+0+03Elective
HLÜ0140Social Life3+0+03Elective
HLÜ0150Film Studies3+0+03Elective
HLÜ0160Political History3+0+03Elective
HLÜ0270Management and Human Relations in Organizations3+0+03Elective
MYO0130Vocational English3+0+03Elective
MYO0500Gender in Working Life3+0+03Elective
MYO0510Diction and Effective Speaking2+0+03Elective
MYO0520World Cuisines2+0+03Elective
MYO0530Visual Perception and Aesthetics2+0+03Elective
MYO0540Sign Language2+0+03Elective
MYO0550Industry-Specific Publishing and Media3+0+03Elective
MYO0560Brand Management2+0+03Elective
MYO0570Project Management2+0+03Elective
MYO0580City and Culture2+0+03Elective
MYO0590Mathematical Literacy and Basic Calculation Skills1+3+03Elective
MYO0600Marketing3+0+03Elective
MYO0610E-Commerce3+0+03Elective
MYO0620Contemporary Art and Critical Perspectives2+0+03Elective
MYO0630Introduction to Psychology2+0+03Elective
MYO0640First Aid2+0+03Elective
MYO0650Effective Communication and Etiquette2+0+03Elective
MYO0660Digital Storytelling2+0+03Elective
MYO0670World Culinary Cultures2+0+03Elective
MYO0680Introduction to Theatre2+0+03Elective
MYO0690Art Therapy and Creativity2+0+03Elective
MYO0700Behavioral Economics2+0+03Elective
MYO0710Historic Buildings and Their Characteristics2+0+03Elective
MYO0720Behavioral Sciences3+0+03Elective
MYO0730Industrial Physiotherapy2+0+03Elective
MYO0740Community-Based Education and Social Responsibility2+0+03Elective
MYO0750Traditional Children's Games2+0+03Elective
MYO0760Digital Literacy2+0+03Elective
MYO0770Introduction to Political Science3+0+03Elective
MYO0780Globalization and Migration3+0+03Elective
MYO0790Democracy and Human Rights3+0+03Elective
MYO0800Artificial Intelligence and Society3+0+03Elective
MYO0810Work and Society3+0+03Elective
AİS1XX2Area Elective (3 Courses)-9Elective
BBO2100Linux Operating Systems Administration3+0+03Elective
BB02001Data Security3+0+03Elective
BGT1002Computer Network Systems3+1+03Elective
BGT1100Multimedia Applications3+0+03Elective
BGT1110Introduction to Artificial Intelligence3+0+03Elective
BGT1120Computer Networks3+0+03Elective
BGT1130Content Management Systems3+0+03Elective
BGT1140Introduction to Cybersecurity with Applications3+0+03Elective
BGT1150Internet Programming I3+0+03Elective
BGT1160Introduction to Android Programming3+0+03Elective
BGT1170Cloud Computing3+0+03Elective
BGT1180Industrial Data Communication Protocols3+0+03Elective
BGT1190Software Verification and Validation3+0+03Elective
BGT1210Mobile Programming3+0+03Elective
BGT1220Web-Based Instructional Design and Applications3+0+03Elective
BGT1240Internet of Things3+0+03Elective
BGT1250Introduction to Machine Learning3+0+03Elective
BGT2150Internet Programming II3+0+03Elective
BPP1100Innovation3+0+03Elective
BPP1120Software Fundamentals3+0+03Elective
BPP1130Image Processing3+0+03Elective
BPP1140Parallel and Distributed Programming3+0+03Elective
BPP1150Software Development3+0+03Elective
BPP1170Robotic Modeling and Control3+0+03Elective
BPP1180Advanced Computer Programming Applications3+0+03Elective
BPP1190Systems Analysis and Design3+0+03Elective
BPP1200Game Programming3+0+03Elective
BPP1210Software Development Techniques3+0+03Elective
BTP1100Graphics and Animation3+0+03Elective
BTP1110Linear Algebra3+0+03Elective
BTP1120Introduction to Computer-Aided Design3+0+03Elective
BTP1130Algorithms3+0+03Elective
BTP1140Special Topics in Database Systems3+0+03Elective
BTP1150Programmable Controllers3+0+03Elective
BTP1160Microcontrollers3+0+03Elective
BTP1170Discrete Mathematics3+0+03Elective
BTP1180Fundamentals of Programming with MATLAB3+0+03Elective
BTP1190Microprocessors3+0+03Elective
BTP1200Human-Computer Interaction3+0+03Elective
BTP1210Database Design and Management II3+0+03Elective
BTP1220Advanced Computer Programming3+0+03Elective
BVA1100Big Data Privacy and Security3+0+03Elective
BVA1110Introduction to Regression3+0+03Elective
BVA1120Statistical Programming with R3+0+03Elective
BVA1130Probability and Statistics3+0+03Elective
BVA2100Financial Analytics with Big Data3+0+03Elective
BVA2110Multivariate Statistical Analysis3+0+03Elective
BVA2120Experimental Design and Analysis of Variance3+0+03Elective
BVA2130Natural Language Processing3+0+03Elective
BVA2140Business Intelligence Tools and Applications3+0+03Elective
BVA2150Survey Analysis with Sampling Methods3+0+03Elective
BVA2160Social Media and Network Analytics3+0+03Elective
BVA2170Medical Data Mining3+0+03Elective
BVA2180Data Acquisition and Validation3+0+03Elective
BVA2190Time Series Analysis and Forecasting3+0+03Elective
ELN1110Business Management, Quality Assurance and Standards3+0+03Elective
KBU1001Business Process Management and Analysis3+0+03Elective
KBU1010Cloud Technologies in Enterprise Information Systems3+0+03Elective
KBU1120Digital Transformation in Corporate Management3+0+03Elective
OGP2100UX/UI Design and Web Accessibility3+0+03Elective
OGP2110Motivation and Communication Techniques3+0+03Elective
OGP2120Gamification3+0+03Elective
OGP2130Mobile Game Development3+0+03Elective
OGP2140Sound Design3+0+03Elective
OGP2150Game Marketing and Distribution3+0+03Elective
OGP2160AR/VR Game Development3+0+03Elective
OGP2170Color Theory3+0+03Elective
OGP2210Game Security and Penetration Testing3+0+03Elective
OGP2230Artificial Intelligence and Intelligent Systems in Games3+0+03Elective
OGP2240AI-Assisted Game Design and Production3+0+03Elective
RYZ1010Robotic Systems3+0+03Elective
RYZ2001Deep Learning3+0+03Elective
RYZ2100Industrial Automation3+0+03Elective
SGP1001Introduction to Cybersecurity3+0+03Elective
SGP1100Database Applications and Security3+0+03Elective
SGP1120Foundations of Information and Network Technologies3+0+03Elective
SGP1130Mobile Technologies and Security3+0+03Elective
SGP1140Next-Generation Technologies3+0+03Elective
SGP1150Malware Analysis and Detection3+0+03Elective
SGP1160Cybersecurity Management3+0+03Elective
SGP1190Introduction to Cryptography and Algorithms3+0+03Elective
SGP2005Cyber Incident Management3+0+03Elective
YZO1100Computer Hardware and System Software3+0+03Elective
YZO1110Social Network Analysis3+0+03Elective
YZO1120Software Design and Architecture3+0+03Elective
YZO1130Database Management Systems3+0+03Elective

3.Semester Course Plan

Ders KoduDers AdıT+U+LAKTSDers Türü
BPP1160Data Warehousing and Data Mining3+0+03Compulsory
BVA2001Data Visualization and Reporting2+2+03Compulsory
BVA2003Cloud Computing for Big Data3+0+03Compulsory
BVA2005Applied Data Analysis2+2+03Compulsory
MYO2000Graduation Project0+4+06Compulsory
AİS2XX1Area Elective (4 Courses)-12Elective
BBO2100Linux Operating Systems Administration3+0+03Elective
BB02001Data Security3+0+03Elective
BGT1002Computer Network Systems3+1+03Elective
BGT1100Multimedia Applications3+0+03Elective
BGT1110Introduction to Artificial Intelligence3+0+03Elective
BGT1120Computer Networks3+0+03Elective
BGT1130Content Management Systems3+0+03Elective
BGT1140Introduction to Cybersecurity with Applications3+0+03Elective
BGT1150Internet Programming I3+0+03Elective
BGT1160Introduction to Android Programming3+0+03Elective
BGT1170Cloud Computing3+0+03Elective
BGT1180Industrial Data Communication Protocols3+0+03Elective
BGT1190Software Verification and Validation3+0+03Elective
BGT1210Mobile Programming3+0+03Elective
BGT1220Web-Based Instructional Design and Applications3+0+03Elective
BGT1240Internet of Things3+0+03Elective
BGT1250Introduction to Machine Learning3+0+03Elective
BGT2150Internet Programming II3+0+03Elective
BPP1100Innovation3+0+03Elective
BPP1120Software Fundamentals3+0+03Elective
BPP1130Image Processing3+0+03Elective
BPP1140Parallel and Distributed Programming3+0+03Elective
BPP1150Software Development3+0+03Elective
BPP1170Robotic Modeling and Control3+0+03Elective
BPP1180Advanced Computer Programming Applications3+0+03Elective
BPP1190Systems Analysis and Design3+0+03Elective
BPP1200Game Programming3+0+03Elective
BPP1210Software Development Techniques3+0+03Elective
BTP1100Graphics and Animation3+0+03Elective
BTP1110Linear Algebra3+0+03Elective
BTP1120Introduction to Computer-Aided Design3+0+03Elective
BTP1130Algorithms3+0+03Elective
BTP1140Special Topics in Database Systems3+0+03Elective
BTP1150Programmable Controllers3+0+03Elective
BTP1160Microcontrollers3+0+03Elective
BTP1170Discrete Mathematics3+0+03Elective
BTP1180Fundamentals of Programming with MATLAB3+0+03Elective
BTP1190Microprocessors3+0+03Elective
BTP1200Human-Computer Interaction3+0+03Elective
BTP1210Database Design and Management II3+0+03Elective
BTP1220Advanced Computer Programming3+0+03Elective
BVA1100Big Data Privacy and Security3+0+03Elective
BVA1110Introduction to Regression3+0+03Elective
BVA1120Statistical Programming with R3+0+03Elective
BVA1130Probability and Statistics3+0+03Elective
BVA2100Financial Analytics with Big Data3+0+03Elective
BVA2110Multivariate Statistical Analysis3+0+03Elective
BVA2120Experimental Design and Analysis of Variance3+0+03Elective
BVA2130Natural Language Processing3+0+03Elective
BVA2140Business Intelligence Tools and Applications3+0+03Elective
BVA2150Survey Analysis with Sampling Methods3+0+03Elective
BVA2160Social Media and Network Analytics3+0+03Elective
BVA2170Medical Data Mining3+0+03Elective
BVA2180Data Acquisition and Validation3+0+03Elective
BVA2190Time Series Analysis and Forecasting3+0+03Elective
ELN1110Business Management, Quality Assurance and Standards3+0+03Elective
KBU1001Business Process Management and Analysis3+0+03Elective
KBU1010Cloud Technologies in Enterprise Information Systems3+0+03Elective
KBU1120Digital Transformation in Corporate Management3+0+03Elective
OGP2100UX/UI Design and Web Accessibility3+0+03Elective
OGP2110Motivation and Communication Techniques3+0+03Elective
OGP2120Gamification3+0+03Elective
OGP2130Mobile Game Development3+0+03Elective
OGP2140Sound Design3+0+03Elective
OGP2150Game Marketing and Distribution3+0+03Elective
OGP2160AR/VR Game Development3+0+03Elective
OGP2170Color Theory3+0+03Elective
OGP2210Game Security and Penetration Testing3+0+03Elective
OGP2230Artificial Intelligence and Intelligent Systems in Games3+0+03Elective
OGP2240AI-Assisted Game Design and Production3+0+03Elective
RYZ1010Robotic Systems3+0+03Elective
RYZ2001Deep Learning3+0+03Elective
RYZ2100Industrial Automation3+0+03Elective
SGP1001Introduction to Cybersecurity3+0+03Elective
SGP1100Database Applications and Security3+0+03Elective
SGP1120Foundations of Information and Network Technologies3+0+03Elective
SGP1130Mobile Technologies and Security3+0+03Elective
SGP1140Next-Generation Technologies3+0+03Elective
SGP1150Malware Analysis and Detection3+0+03Elective
SGP1160Cybersecurity Management3+0+03Elective
SGP1190Introduction to Cryptography and Algorithms3+0+03Elective
SGP2005Cyber Incident Management3+0+03Elective
YZO1100Computer Hardware and System Software3+0+03Elective
YZO1110Social Network Analysis3+0+03Elective
YZO1120Software Design and Architecture3+0+03Elective
YZO1130Database Management Systems3+0+03Elective

4.Semester Course Plan

Ders KoduDers AdıT+U+LAKTSDers Türü
MYO2030Workplace Vocational Training0+40+030Compulsory
Students become eligible for graduation upon successfully completing all compulsory and elective courses in the curriculum, achieving a minimum cumulative grade point average of 2.00, and fulfilling the requirement of 120 ECTS credits.
1.Data Analyst – Collects, cleans, and reports data.
2.Big Data Analyst – Works with large data sets, performs analyses on platforms such as Hadoop and Spark, and identifies trends.
3.Data Scientist – Develops advanced statistical and machine learning models.
4.Business Intelligence Specialist – Monitors the company’s key performance indicators (KPIs).
5.Machine Learning Engineer (for those with a more technical orientation) – Implements predictive systems for real-world use.
At the beginning of the semester, students who register for a course must attend at least 70% of theoretical classes and 80% of practical classes to be eligible to take the end-of-term exam. Students are required to take at least one midterm exam and a final exam for each course. The contribution of the midterm (which may include scores from assignments, lab exams, quizzes, or other assessment tools) to the overall grade is 40%, while the final exam contributes 60%. All exams are graded on a 100-point scale. Students who receive one of the letter grades AA, BA, BB, CB, or CC are considered to have passed the course. Grades DC and DD are considered conditional passing grades.

The calculation of students’ overall grades may use either a relative (curved) or absolute grading system. The decision on which grading system will be used is made by the relevant administrative board before the   start   of the academic year. The conversion table prepared by YÖK (Council of Higher Education) is used for translating between the 4.0 scale and the 100-point scale.