Data Science and Analytics
Bachelor	TR-NQF-HE: Level 6	QF-EHEA: First Cycle	EQF-LLL: Level 6

Course Structure Diagram with Credits

1. Semester
Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL109	Computer Programming	TR		2	2	3	6
İNG101	English I			2	0	2	2
İST101	Introduction to Statistics	TR		3	0	3	5
MAT105	Mathematic I	TR		3	0	3	6
TÜRK101	Turkish Language l			2	0	2	2
ÜNİ101	University Life and Career Planning			2	0	2	2
VBA101	Introduction to Data Science and Analytics	TR		2	0	2	3
VBA103	Discrete Mathematics	TR		3	0	3	4
Total						20	30

2. Semester
Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL108	Algorithm and Programming	TR		2	2	3	6
İNG102	English II			2	0	2	2
İST102	Probability	TR		3	0	3	5
MAT104	Linear Algebra	TR		2	0	2	4
MAT106	Mathematic II	TR		3	0	3	6
TÜRK102	Turkish Language ll			2	0	2	2
VBA104	Data Visualization	TR		2	0	2	5
Total						17	30

3. Semester
Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
ATA201	Ataturk’s Principles and The History of Turkish Renovation I			2	0	2	2
BİL205	Data Structures			2	2	3	6
BİL207	Artificial Neural Network	TR		3	0	3	5
İST209	Matematiksel İstatistik	TR		4	0	4	5
İST211	Kantitatif Karar Verme Teknikleri	TR		3	0	3	5
VBA205	Occupational Health And Safety I	TR		2	0	2	2
VBA207	Veri Bilimi Uygulama Araçları	TR		3	0	3	5
Total						20	30

4. Semester
Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
ATA202	Ataturk’s Principles and The History of Turkish Renovation II			2	0	2	2
BİL208	Database Applications	TR		2	2	3	6
İST210	Örnekleme	TR		4	0	4	6
VBA204	Veri Analitiği	TR		3	0	3	5
VBA210	Optimization Techniques	TR		3	0	3	5
VBA216	Occupational Health And Safety I	TR		2	0	2	2
YBS210	Cyber Security	TR		3	0	3	4
Total						20	30

5. Semester

Course Code

Course Name

Language

Prerequisites

Theoretical

Practical

Credit

ECTS

BİL309

Bulut Bilişim

İST301

Çok Değişkenli İstatistiksel Analiz Yöntemleri

VBA301

Makine Öğrenmesi Algoritmaları

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5

GE-Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
FRE211	French I	FR		3	0	3	4
FRE212	French II	FR	☑ FRE201 - French I \| FRE211 - French I	3	0	3	4
FRE311	French III	FR	☑ FRE202 - French II \| FRE212 - French II	3	0	3	4
GER211	German I	DE		3	0	3	4
GER212	German II	DE	☑ GER201 - German I \| GER211 - German I	3	0	3	4
GER311	German III	DE	☑ GER202 - German II \| GER212 - German II	3	0	3	4
GES101	Copyrights	TR		2	0	2	4
GES102	Consumer Rights	TR		2	0	2	4
GES103	Presentation Techniques	TR		2	0	2	4
GES104	Media Psychology	TR		2	0	2	4
GES105	Public Speaking and Diction	TR		2	0	2	4
GES106	World Cultures and Travel Memories	TR		2	0	2	4
GES107	Manipulation in the Digital World	TR		2	0	2	4
GES108	Human in the Age of Artificial Intelligence	TR		2	0	2	4
GES110	Internet Law	TR		2	0	2	4
GES117	Fitness in Special Populations			2	0	2	4
GES118	Anthropology in Sports			2	0	2	4
GES127	Health and Culture			2	0	2	4
GES130	Aquatherapy			2	0	2	4
GES131	Obesity and Life			2	0	2	4
GES135	Skin Care and Beauty			2	0	2	4
GES136	Active Life Principles			2	0	2	4
GES141	Life Long Nutrition			2	0	2	4
GES144	Nutrition and Oral Health			2	0	2	4
GES146	Effects of Smoking and Nutrition on Oral Health			2	0	2	4
GES151	Oral Flora and General Health			2	0	2	4
GES152	The Effect of Dental Health on General Health			2	0	2	4
GES153	Oral Microbiology and Infection Control			2	0	2	4
GES157	Music History			2	0	2	4
GES158	Handcrafts and Sustainable Design			2	0	2	4
GES159	Art History			2	0	2	4
GES160	Civic Engagement Project			0	2	1	5
GES161	Introduction to Programming			2	0	2	4
GES162	Blockchain Applications			2	0	2	4
GES163	Human-Computer Interaction and Wearable Device			2	0	2	4
GES165	Big Data Analytics			2	0	2	4
GES166	Advanced Excel Practice			2	0	2	4
GES167	Ciber Security			2	0	2	4
GES168	Practical Network Installation Techniques and Network Management			2	0	2	4
GES169	Open Source Code Operating System			2	0	2	4
GES170	Migration and Economics	TR		2	0	2	4
GES179	Agile Organizations			3	0	3	4
GES180	Industry 4.0 and Digitalization			3	0	3	4
GES181	Project Management			3	0	3	4
GES182	Digital Transformation			3	0	3	4
GES183	Technology Management			2	0	2	4
GES184	Life Shaping Inventions			2	0	2	4
GES185	Entrepreneurship and Innovation			2	0	2	4
GES186	Financial Literacy	TR		2	0	2	4
GES187	Ecology and Sustainability	TR		2	0	2	4
GES188	Law and Society	TR		2	0	2	4
GES189	Business Law and Ethics			2	0	2	4
GES190	Struggling with Addiction	TR		2	0	2	4
GES191	Fight Against Infectious Diseases	TR		2	0	2	4
GES192	Traditional and Complementary Medicine Practices	TR		2	0	2	4
GES193	Cinema and Health	TR		2	0	2	4
GES194	Biotechnology and Genetics	TR		2	0	2	4
GES195	Historical Settlements and Spaces			3	0	3	4
GES196	Istanbul and Space			3	0	3	4
GES197	Climate Change and Environment			2	0	2	4
GES199	Professional Ethics			2	0	2	4
GES204	Digital Content Management	TR		2	0	2	4
GES205	Communication Technologies	TR		2	0	2	4
GES206	Consumer Culture and Digital Media	TR		2	0	2	4
GES211	Environment and Life Chemistry			2	0	2	4
GES212	Research and Presentation Techniques in Health Sciences	TR		2	0	2	4
GES213	Addiction and Drug Abuse	TR		2	0	2	4
GES214	Dietary Suplements and Nutraceuticals	TR		2	0	2	4
GES215	Natural and Synthetic Dyes	TR		2	0	2	4
GES216	History of Science	TR		2	0	2	4
GES217	Drug Administration Skills	TR		2	0	2	4
GES218	Laboratory Practices and Safety			2	0	2	4
GES219	Health and Environment	TR		2	0	2	4
GES220	Discovery of Drugs			2	0	2	4
GES221	Ergogenic Substances in Sports	TR		2	0	2	4
GES222	Herbal Teas	TR		2	0	2	4
GES223	Aromatherapy	TR		2	0	2	4
GES224	Effective Communication	TR		2	0	2	4
GES225	Digital Marketing	TR		2	0	2	4
GES226	Emotional Intelligence Management and Leadership	TR		2	0	2	4
GES227	Online Consumer Behavior	TR		2	0	2	4
GES228	In-Game Advertising	TR		2	0	2	4
GES235	Literary Adaptations in Cinema	TR		2	0	2	4
GES236	Creative Writing Techniques	TR		2	0	2	4
GES238	Interactive Communication	TR		2	0	2	4
GES242	Cyber Security	TR		2	0	2	4
GES243	Python Programming	TR		2	0	2	4
GES244	Web Design	TR		2	0	2	4
GES245	Ecological Design			3	0	3	4
GES246	Economics and Cinema	TR		2	0	2	4
GES247	Economics in Literature	TR		2	0	2	4
GES248	Economic History	TR		2	0	2	4
GES249	Economics and Philosophy	TR		2	0	2	4
GES250	Political Economy	TR		2	0	2	4
GES251	Economics and Art	TR		2	0	2	4
GES252	Social and Solidarity Economics	TR		2	0	2	4
GES253	Literature and Sports	TR		2	0	2	4
GES254	Literature and Politics	TR		2	0	2	4
GES255	Visual Culture	TR		2	0	2	4
GES256	Origins of Western Culture	TR		2	0	2	4
GES257	Selections from World Literature	TR		2	0	2	4
GES258	Literature and Cinema	TR		2	0	2	4
GES259	Literature and Psychology	TR		2	0	2	4
GES260	Literature and Science	TR		2	0	2	4
GES261	History of Drama	TR		2	0	2	4
GES262	Cultural Studies	TR		2	0	2	4
GES263	Literature and Istanbul	TR		2	0	2	4
GES264	Data Journalism	TR		2	0	2	4
GES265	Politics, Society and Culture	TR		2	0	2	4
GES266	Corporate identity	TR		2	0	2	4
GES267	Conflict, Negotiation and Dialogue	TR		2	0	2	4
GES280	Stratejik Halkla İlişkiler	TR		2	0	2	4
GES282	Transmedya Hikâye Anlatıcılığı	TR		2	0	2	4
GES285	Brand Management	TR		2	0	2	4
GES287	Reklam ve Toplum	TR		2	0	2	4
GES289	Vücudun Verileri: Laboratuvar Testlerini Okumak	TR		2	0	2	4
GES290	Çevresel Kimyasallar ve İnsan Sağlığı	TR		2	0	2	4
GES291	Hormonlar: Çevre ve Sağlık	TR		2	0	2	4
GES292	Sağlık Efsaneleri ve Bilimsel Gerçekler	TR		2	0	2	4
GES293	Tarihe yön veren bitkiler	TR		2	0	2	4
GES294	Dağcılık	TR		2	0	2	4
GES295	İş Sağlığı ve Güvenliği III	TR		2	0	2	4
GES296	İş Sağlığı ve Güvenliği IV	TR		2	0	2	4
MTH356	Management of Digital Transformation Projects	TR		2	0	2	4
MTH453	Data Quality and Governance	TR		2	0	2	4
MTH455	R&D Inovation and Project Management	TR		2	0	2	4
MTH457	Data structures and Algorithm for Artificial Intelligence	TR		2	0	2	4

6. Semester

Course Code

Course Name

Language

Prerequisites

Theoretical

Practical

Credit

ECTS

BİL306

Derin Öğrenme

VBA302

Denetimsiz Öğrenme

VBA304

Büyük Veri Analitiği

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5

GE-Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
FRE211	French I	FR		3	0	3	4
FRE212	French II	FR	☑ FRE201 - French I \| FRE211 - French I	3	0	3	4
FRE311	French III	FR	☑ FRE202 - French II \| FRE212 - French II	3	0	3	4
FRE312	French IV	FR	☑ FRE203 - French III \| FRE311 - French III	3	0	3	4
GER211	German I	DE		3	0	3	4
GER212	German II	DE	☑ GER201 - German I \| GER211 - German I	3	0	3	4
GER311	German III	DE	☑ GER202 - German II \| GER212 - German II	3	0	3	4
GER312	German IV	DE	☑ GER203 - German III \| GER311 - German III	3	0	3	4
GES101	Copyrights	TR		2	0	2	4
GES102	Consumer Rights	TR		2	0	2	4
GES103	Presentation Techniques	TR		2	0	2	4
GES104	Media Psychology	TR		2	0	2	4
GES105	Public Speaking and Diction	TR		2	0	2	4
GES106	World Cultures and Travel Memories	TR		2	0	2	4
GES107	Manipulation in the Digital World	TR		2	0	2	4
GES108	Human in the Age of Artificial Intelligence	TR		2	0	2	4
GES110	Internet Law	TR		2	0	2	4
GES111	Outdoor Sports Camp Education			1	2	2	4
GES112	E-Sports Management			2	0	2	4
GES113	Gamification and Game-Based Education			2	0	2	4
GES123	Health and Sport			2	0	2	4
GES124	Sport and Exercise Psychology			2	0	2	4
GES125	Sports and Nutrition			2	0	2	4
GES127	Health and Culture			2	0	2	4
GES128	Health Literacy			2	0	2	4
GES129	Healthy Living Behaviors			2	0	2	4
GES132	Reproductive Health			2	0	2	4
GES133	Sexual Health			2	0	2	4
GES134	Women`s Status and Issues			2	0	2	4
GES135	Skin Care and Beauty			2	0	2	4
GES136	Active Life Principles			2	0	2	4
GES138	Eating Behavior Disorders			2	0	2	4
GES139	Sustainable Nutrition			2	0	2	4
GES140	Nutrition Literacy			2	0	2	4
GES141	Life Long Nutrition			2	0	2	4
GES142	Global Nutrition Problems			2	0	2	4
GES143	Nutrition in Emergency and Disaster Situations			2	0	2	4
GES144	Nutrition and Oral Health			2	0	2	4
GES145	İstanbul and Cuisine Culture			2	0	2	4
GES146	Effects of Smoking and Nutrition on Oral Health			2	0	2	4
GES151	Oral Flora and General Health			2	0	2	4
GES152	The Effect of Dental Health on General Health			2	0	2	4
GES153	Oral Microbiology and Infection Control			2	0	2	4
GES154	Sign Language I			2	0	2	4
GES155	Sign Language II			2	0	2	4
GES156	Human Communication			2	0	2	4
GES157	Music History			2	0	2	4
GES158	Handcrafts and Sustainable Design			2	0	2	4
GES159	Art History			2	0	2	4
GES160	Civic Engagement Project			0	2	1	5
GES170	Migration and Economics	TR		2	0	2	4
GES180	Industry 4.0 and Digitalization			3	0	3	4
GES181	Project Management			3	0	3	4
GES182	Digital Transformation			3	0	3	4
GES183	Technology Management			2	0	2	4
GES184	Life Shaping Inventions			2	0	2	4
GES185	Entrepreneurship and Innovation			2	0	2	4
GES186	Financial Literacy	TR		2	0	2	4
GES187	Ecology and Sustainability	TR		2	0	2	4
GES188	Law and Society	TR		2	0	2	4
GES190	Struggling with Addiction	TR		2	0	2	4
GES191	Fight Against Infectious Diseases	TR		2	0	2	4
GES192	Traditional and Complementary Medicine Practices	TR		2	0	2	4
GES193	Cinema and Health	TR		2	0	2	4
GES194	Biotechnology and Genetics	TR		2	0	2	4
GES195	Historical Settlements and Spaces			3	0	3	4
GES196	Istanbul and Space			3	0	3	4
GES197	Climate Change and Environment			2	0	2	4
GES199	Professional Ethics			2	0	2	4
GES201	Folk Dances	TR		1	2	2	4
GES204	Digital Content Management	TR		2	0	2	4
GES205	Communication Technologies	TR		2	0	2	4
GES206	Consumer Culture and Digital Media	TR		2	0	2	4
GES211	Environment and Life Chemistry			2	0	2	4
GES212	Research and Presentation Techniques in Health Sciences	TR		2	0	2	4
GES213	Addiction and Drug Abuse	TR		2	0	2	4
GES214	Dietary Suplements and Nutraceuticals	TR		2	0	2	4
GES215	Natural and Synthetic Dyes	TR		2	0	2	4
GES216	History of Science	TR		2	0	2	4
GES217	Drug Administration Skills	TR		2	0	2	4
GES218	Laboratory Practices and Safety			2	0	2	4
GES219	Health and Environment	TR		2	0	2	4
GES220	Discovery of Drugs			2	0	2	4
GES221	Ergogenic Substances in Sports	TR		2	0	2	4
GES222	Herbal Teas	TR		2	0	2	4
GES223	Aromatherapy	TR		2	0	2	4
GES224	Effective Communication	TR		2	0	2	4
GES225	Digital Marketing	TR		2	0	2	4
GES226	Emotional Intelligence Management and Leadership	TR		2	0	2	4
GES229	Stress Management and Anger Control	TR		2	0	2	4
GES230	Organizational Behavior	TR		2	0	2	4
GES231	Social Ostracism and Group Process	TR		2	0	2	4
GES232	Politics and Psychology	TR		2	0	2	4
GES233	Work Life and Psychology	TR		2	0	2	4
GES234	Healthy Living and Physical Activity			2	0	2	4
GES235	Literary Adaptations in Cinema	TR		2	0	2	4
GES236	Creative Writing Techniques	TR		2	0	2	4
GES237	Mythology	TR		2	0	2	4
GES238	Interactive Communication	TR		2	0	2	4
GES239	Psychology in Cinema	TR		2	0	2	4
GES240	Photography Applications	TR		1	2	2	4
GES241	Film Readings	TR		2	0	2	4
GES245	Ecological Design			3	0	3	4
GES248	Economic History	TR		2	0	2	4
GES249	Economics and Philosophy	TR		2	0	2	4
GES252	Social and Solidarity Economics	TR		2	0	2	4
GES253	Literature and Sports	TR		2	0	2	4
GES254	Literature and Politics	TR		2	0	2	4
GES255	Visual Culture	TR		2	0	2	4
GES256	Origins of Western Culture	TR		2	0	2	4
GES257	Selections from World Literature	TR		2	0	2	4
GES258	Literature and Cinema	TR		2	0	2	4
GES259	Literature and Psychology	TR		2	0	2	4
GES260	Literature and Science	TR		2	0	2	4
GES261	History of Drama	TR		2	0	2	4
GES262	Cultural Studies	TR		2	0	2	4
GES263	Literature and Istanbul	TR		2	0	2	4
GES265	Politics, Society and Culture	TR		2	0	2	4
GES279	Kurumsal Yaşamda İletişim	TR		2	0	2	4
GES280	Stratejik Halkla İlişkiler	TR		2	0	2	4
GES281	Görsel Kültürde Mizah	TR		2	0	2	4
GES282	Transmedya Hikâye Anlatıcılığı	TR		2	0	2	4
GES283	Üretken Yapay Zekâ ile Görsel İçerik Tasarımı	TR		2	0	2	4
GES284	İkna ve Algı Yönetimi	TR		2	0	2	4
GES285	Brand Management	TR		2	0	2	4
GES287	Reklam ve Toplum	TR		2	0	2	4
GES288	Halk Sağlığında Zehirlenmeler	TR		2	0	2	4
GES289	Vücudun Verileri: Laboratuvar Testlerini Okumak	TR		2	0	2	4
GES290	Çevresel Kimyasallar ve İnsan Sağlığı	TR		2	0	2	4
GES291	Hormonlar: Çevre ve Sağlık	TR		2	0	2	4
GES292	Sağlık Efsaneleri ve Bilimsel Gerçekler	TR		2	0	2	4
GES293	Tarihe yön veren bitkiler	TR		2	0	2	4
GES294	Dağcılık	TR		2	0	2	4
MTH356	Management of Digital Transformation Projects	TR		2	0	2	4
MTH453	Data Quality and Governance	TR		2	0	2	4
MTH455	R&D Inovation and Project Management	TR		2	0	2	4
MTH457	Data structures and Algorithm for Artificial Intelligence	TR		2	0	2	4

7. Semester

Course Code

Course Name

Language

Prerequisites

Theoretical

Practical

Credit

ECTS

VBA401

Sinyal ve Görüntü Analitiği

VBA403

Veri Biliminde Etik ve Hukuk

VBA491

Bitirme Projesi I

VBA499

Internship

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA336	Advanced Excel	TR		2	2	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA430	Python Programming	TR		2	2	3	5
VBA431	Java Programming	TR		2	2	3	5
VBA432	C++ Programming	TR		2	2	3	5
VBA433	Artificial Intelligence	TR		3	0	3	5
VBA434	Artificial Neural Networks	TR		3	0	3	5
VBA435	Data Communication	TR		2	2	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5
YBS377	Big Data Privacy and Security	TR		3	0	3	5
YBS405	Computer Vision	TR		3	0	3	5

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA336	Advanced Excel	TR		2	2	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA430	Python Programming	TR		2	2	3	5
VBA431	Java Programming	TR		2	2	3	5
VBA432	C++ Programming	TR		2	2	3	5
VBA433	Artificial Intelligence	TR		3	0	3	5
VBA434	Artificial Neural Networks	TR		3	0	3	5
VBA435	Data Communication	TR		2	2	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5
YBS377	Big Data Privacy and Security	TR		3	0	3	5
YBS405	Computer Vision	TR		3	0	3	5

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA336	Advanced Excel	TR		2	2	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA430	Python Programming	TR		2	2	3	5
VBA431	Java Programming	TR		2	2	3	5
VBA432	C++ Programming	TR		2	2	3	5
VBA433	Artificial Intelligence	TR		3	0	3	5
VBA434	Artificial Neural Networks	TR		3	0	3	5
VBA435	Data Communication	TR		2	2	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5
YBS377	Big Data Privacy and Security	TR		3	0	3	5
YBS405	Computer Vision	TR		3	0	3	5

8. Semester

Course Code

Course Name

Language

Prerequisites

Theoretical

Practical

Credit

ECTS

BİL402

Doğal Dil İşlemenin Temelleri

VBA492

Bitirme Projesi II

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5

Departmental Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
BİL351	İleri Excel	TR		2	2	3	5
BİL352	Linux Temelleri	TR		3	0	3	5
BİL353	Görsel Programlama	TR		2	2	3	5
BİL354	Görüntü İşleme	TR		2	2	3	5
BİL377	Big Data Privacy and Security			3	0	3	5
BİL430	Python Programming			2	2	3	5
BİL431	Java Programming			2	2	3	5
BİL432	C++ Programming			2	2	3	5
BİL433	Artificial Intelligence			3	0	3	5
BİL451	Computer Vision			3	0	3	5
BİL458	Internet of Things and Smart Systems	TR		3	0	3	5
İST352	Ekonometri	TR		3	0	3	5
İST353	Yöneylem Araştırması	TR		3	0	3	5
İST354	Regresyon Analizi	TR		3	0	3	5
İST356	Parametrik Olmayan İstatistiksel Veri Analizi	TR		3	0	3	5
VBA350	Data Quality and Management	TR		3	0	3	5
VBA351	Data Science with R	TR		2	2	3	5
VBA353	Data Science in Financial Technologies	TR		3	0	3	5
VBA354	Applied Time Series Analysis	TR		3	0	3	5
VBA355	Social Network Analysis	TR		3	0	3	5
VBA356	Multi -Criteria Decision Making Methods	TR		3	0	3	5
VBA358	Veri Madenciliği	TR		3	0	3	5
VBA359	Anket Tasarımı ve Ölçek Geliştirme	TR		3	0	3	5
VBA360	Kategorik Veri Analizi	TR		3	0	3	5
VBA452	Deneysel Tasarım	TR		3	0	3	5
VBA454	Yapısal Eşitlik Modelleri	TR		3	0	3	5
VBA455	Metin Madenciliği ve Duygu Analizi	TR		3	0	3	5
VBA457	Ortak Eğitim Programı I	TR		0	6	3	5
VBA458	Ortak Eğitim Programı II	TR		2	2	3	5

GE-Elective

Course Code	Course Name	Language	Prerequisites	Theoretical	Practical	Credit	ECTS
FRE211	French I	FR		3	0	3	4
FRE212	French II	FR	☑ FRE201 - French I \| FRE211 - French I	3	0	3	4
FRE311	French III	FR	☑ FRE202 - French II \| FRE212 - French II	3	0	3	4
GER211	German I	DE		3	0	3	4
GER212	German II	DE	☑ GER201 - German I \| GER211 - German I	3	0	3	4
GER311	German III	DE	☑ GER202 - German II \| GER212 - German II	3	0	3	4
GES101	Copyrights	TR		2	0	2	4
GES102	Consumer Rights	TR		2	0	2	4
GES103	Presentation Techniques	TR		2	0	2	4
GES104	Media Psychology	TR		2	0	2	4
GES105	Public Speaking and Diction	TR		2	0	2	4
GES106	World Cultures and Travel Memories	TR		2	0	2	4
GES107	Manipulation in the Digital World	TR		2	0	2	4
GES108	Human in the Age of Artificial Intelligence	TR		2	0	2	4
GES110	Internet Law	TR		2	0	2	4
GES117	Fitness in Special Populations			2	0	2	4
GES118	Anthropology in Sports			2	0	2	4
GES127	Health and Culture			2	0	2	4
GES130	Aquatherapy			2	0	2	4
GES131	Obesity and Life			2	0	2	4
GES135	Skin Care and Beauty			2	0	2	4
GES136	Active Life Principles			2	0	2	4
GES141	Life Long Nutrition			2	0	2	4
GES144	Nutrition and Oral Health			2	0	2	4
GES146	Effects of Smoking and Nutrition on Oral Health			2	0	2	4
GES151	Oral Flora and General Health			2	0	2	4
GES152	The Effect of Dental Health on General Health			2	0	2	4
GES153	Oral Microbiology and Infection Control			2	0	2	4
GES157	Music History			2	0	2	4
GES158	Handcrafts and Sustainable Design			2	0	2	4
GES159	Art History			2	0	2	4
GES160	Civic Engagement Project			0	2	1	5
GES161	Introduction to Programming			2	0	2	4
GES162	Blockchain Applications			2	0	2	4
GES163	Human-Computer Interaction and Wearable Device			2	0	2	4
GES165	Big Data Analytics			2	0	2	4
GES166	Advanced Excel Practice			2	0	2	4
GES167	Ciber Security			2	0	2	4
GES168	Practical Network Installation Techniques and Network Management			2	0	2	4
GES169	Open Source Code Operating System			2	0	2	4
GES170	Migration and Economics	TR		2	0	2	4
GES179	Agile Organizations			3	0	3	4
GES180	Industry 4.0 and Digitalization			3	0	3	4
GES181	Project Management			3	0	3	4
GES182	Digital Transformation			3	0	3	4
GES183	Technology Management			2	0	2	4
GES184	Life Shaping Inventions			2	0	2	4
GES185	Entrepreneurship and Innovation			2	0	2	4
GES186	Financial Literacy	TR		2	0	2	4
GES187	Ecology and Sustainability	TR		2	0	2	4
GES188	Law and Society	TR		2	0	2	4
GES189	Business Law and Ethics			2	0	2	4
GES190	Struggling with Addiction	TR		2	0	2	4
GES191	Fight Against Infectious Diseases	TR		2	0	2	4
GES192	Traditional and Complementary Medicine Practices	TR		2	0	2	4
GES193	Cinema and Health	TR		2	0	2	4
GES194	Biotechnology and Genetics	TR		2	0	2	4
GES195	Historical Settlements and Spaces			3	0	3	4
GES196	Istanbul and Space			3	0	3	4
GES197	Climate Change and Environment			2	0	2	4
GES199	Professional Ethics			2	0	2	4
GES204	Digital Content Management	TR		2	0	2	4
GES205	Communication Technologies	TR		2	0	2	4
GES206	Consumer Culture and Digital Media	TR		2	0	2	4
GES211	Environment and Life Chemistry			2	0	2	4
GES212	Research and Presentation Techniques in Health Sciences	TR		2	0	2	4
GES213	Addiction and Drug Abuse	TR		2	0	2	4
GES214	Dietary Suplements and Nutraceuticals	TR		2	0	2	4
GES215	Natural and Synthetic Dyes	TR		2	0	2	4
GES216	History of Science	TR		2	0	2	4
GES217	Drug Administration Skills	TR		2	0	2	4
GES218	Laboratory Practices and Safety			2	0	2	4
GES219	Health and Environment	TR		2	0	2	4
GES220	Discovery of Drugs			2	0	2	4
GES221	Ergogenic Substances in Sports	TR		2	0	2	4
GES222	Herbal Teas	TR		2	0	2	4
GES223	Aromatherapy	TR		2	0	2	4
GES224	Effective Communication	TR		2	0	2	4
GES225	Digital Marketing	TR		2	0	2	4
GES226	Emotional Intelligence Management and Leadership	TR		2	0	2	4
GES227	Online Consumer Behavior	TR		2	0	2	4
GES228	In-Game Advertising	TR		2	0	2	4
GES235	Literary Adaptations in Cinema	TR		2	0	2	4
GES236	Creative Writing Techniques	TR		2	0	2	4
GES238	Interactive Communication	TR		2	0	2	4
GES242	Cyber Security	TR		2	0	2	4
GES243	Python Programming	TR		2	0	2	4
GES244	Web Design	TR		2	0	2	4
GES245	Ecological Design			3	0	3	4
GES246	Economics and Cinema	TR		2	0	2	4
GES247	Economics in Literature	TR		2	0	2	4
GES248	Economic History	TR		2	0	2	4
GES249	Economics and Philosophy	TR		2	0	2	4
GES250	Political Economy	TR		2	0	2	4
GES251	Economics and Art	TR		2	0	2	4
GES252	Social and Solidarity Economics	TR		2	0	2	4
GES253	Literature and Sports	TR		2	0	2	4
GES254	Literature and Politics	TR		2	0	2	4
GES255	Visual Culture	TR		2	0	2	4
GES256	Origins of Western Culture	TR		2	0	2	4
GES257	Selections from World Literature	TR		2	0	2	4
GES258	Literature and Cinema	TR		2	0	2	4
GES259	Literature and Psychology	TR		2	0	2	4
GES260	Literature and Science	TR		2	0	2	4
GES261	History of Drama	TR		2	0	2	4
GES262	Cultural Studies	TR		2	0	2	4
GES263	Literature and Istanbul	TR		2	0	2	4
GES264	Data Journalism	TR		2	0	2	4
GES265	Politics, Society and Culture	TR		2	0	2	4
GES266	Corporate identity	TR		2	0	2	4
GES267	Conflict, Negotiation and Dialogue	TR		2	0	2	4
GES280	Stratejik Halkla İlişkiler	TR		2	0	2	4
GES282	Transmedya Hikâye Anlatıcılığı	TR		2	0	2	4
GES285	Brand Management	TR		2	0	2	4
GES287	Reklam ve Toplum	TR		2	0	2	4
GES289	Vücudun Verileri: Laboratuvar Testlerini Okumak	TR		2	0	2	4
GES290	Çevresel Kimyasallar ve İnsan Sağlığı	TR		2	0	2	4
GES291	Hormonlar: Çevre ve Sağlık	TR		2	0	2	4
GES292	Sağlık Efsaneleri ve Bilimsel Gerçekler	TR		2	0	2	4
GES293	Tarihe yön veren bitkiler	TR		2	0	2	4
GES294	Dağcılık	TR		2	0	2	4
GES295	İş Sağlığı ve Güvenliği III	TR		2	0	2	4
GES296	İş Sağlığı ve Güvenliği IV	TR		2	0	2	4
MTH356	Management of Digital Transformation Projects	TR		2	0	2	4
MTH453	Data Quality and Governance	TR		2	0	2	4
MTH455	R&D Inovation and Project Management	TR		2	0	2	4
MTH457	Data structures and Algorithm for Artificial Intelligence	TR		2	0	2	4