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ISTANBUL GELİŞİM UNIVERSITY INFORMATION SYSTEM

Data Scıence And Analytıcs

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Total Course & Programme Outcome Relationship

Level of Contribution
0 1 2 3 4 5

Compulsory Course Units
Name of the Course Unit 1 2 3 4 5 6 7 8 9 10 11 T %
PRINCIPLES OF ATATURK AND HISTORY OF TURKISH REVOLUTION I 0 1 1 0 0 1 1 1 0 0 0 5 2,78
PRINCIPLES OF ATATURK AND HISTORY OF TURKISH REVOLUTION II 0 0 1 1 0 0 1 1 0 1 2 7 3,89
LINEAR ALGEBRA 0 0 0 0 0 0 0 0 0 0 0 0 0
MATHEMATICS I 3 3 3 3 5 4 3 2 3 2 4 35 19,44
MATHEMATICS II 5 5 3 2 4 4 3 5 5 4 4 44 24,44
DISCRETE MATHEMATICS 0 0 0 0 0 0 0 0 0 0 0 0 0
TURKISH LANGUAGE I 0 0 0 1 0 0 0 0 0 3 1 5 2,78
TURKISH LANGUAGE II 0 0 0 1 0 0 0 0 0 3 0 4 2,22
OBJECT ORIENTED PROGRAMMING 3 4 1 4 4 3 0 3 3 4 5 34 18,89
VERİ BİLİMİNE GİRİŞ 5 5 4 5 5 5 4 5 5 5 5 53 29,44
VERİ ANALİTİĞİ 0 0 0 0 0 0 0 0 0 0 0 0 0
ALGORİTMA VE PROGRAMLAMANIN TEMELLERİ 3 4 3 5 5 5 3 5 5 5 5 48 26,67
FUNDAMENTALS OF INFORMATION TECHNOLOGIES 3 4 1 5 4 3 2 3 5 5 5 40 22,22
FUNDAMENTALS OF OPERATING SYSTEMS 1 4 0 1 3 0 0 4 5 2 3 23 12,78
VERİ TABANI YÖNETİM SİSTEMLERİ 2 4 5 1 3 3 4 2 2 1 4 31 17,22
PYTHON PROGRAMLAMA 3 2 5 2 3 4 5 3 3 2 3 35 19,44
OPTİMİZASYON TEKNİKLERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
VERİ MADENCİLİĞİ 0 0 0 0 0 0 0 0 0 0 0 0 0
İSTATİSTİK VE OLASILIK I 0 0 0 0 0 0 0 0 0 0 0 0 0
İSTATİSTİK VE OLASILIK II 0 0 0 0 0 0 0 0 0 0 0 0 0
VERİ BİLİMİ İÇİN MESLEKİ İNGİLİZCE 0 0 0 0 0 0 0 0 0 0 0 0 0
VERİ GÖRSELLEŞTİRME 3 3 4 5 4 4 5 3 3 5 4 43 23,89
SUMMER INTERNSHIP 0 0 0 0 0 0 0 0 0 0 0 0 0
SİBER GÜVENLİĞİ 0 0 0 0 0 0 0 0 0 0 0 0 0
MAKİNE ÖĞRENMESİNE GİRİŞ 0 0 0 0 0 0 0 0 0 0 0 0 0
ZAMAN SERİSİ ANALİZİ 0 0 0 0 0 0 0 0 0 0 0 0 0
DERİN ÖĞRENME UYGULAMALARI 0 0 0 0 0 0 0 0 0 0 0 0 0
BİTİRME PROJESİ 0 0 0 0 0 0 0 0 0 0 0 0 0
CLOUD COMPUTING 0 0 0 0 0 0 0 0 0 0 0 0 0
BİLGİSAYARLI GÖRÜ UYGULAMALARI 0 0 0 0 0 0 0 0 0 0 0 0 0
BÜYÜK VERİ TEKNOLOJİLERİ VE ANALİTİĞİ 0 0 0 0 0 0 0 0 0 0 0 0 0
FOREIGN LANGUAGE I (ENG.) 0 0 0 0 0 0 0 0 0 0 0 0 0
FOREIGN LANGUAGE II (ENG.) 0 0 0 0 0 0 0 0 0 0 0 0 0
TOTAL 31 39 31 36 40 36 31 37 39 42 45 407 226,11

Course-Programme Outcome Relationship
Name of the Course Unit 1 2 3 4 5 6 7 8 9 10 11 T %
GERMAN I 0 0 0 0 0 0 0 0 0 0 0 0 0
GERMAN II 0 0 0 0 0 0 0 0 0 0 0 0 0
GERMAN III 0 0 0 0 0 0 0 0 0 0 0 0 0
GERMAN IV 0 0 0 0 0 0 0 0 0 0 0 0 0
ARABIC I 0 0 0 0 0 0 0 0 0 0 0 0 0
ARABIC II 0 0 0 0 0 0 0 0 0 0 0 0 0
ARABIC III 0 0 0 0 0 0 0 0 0 0 0 0 0
ARABIC IV 0 0 0 0 0 0 0 0 0 0 0 0 0
MARKETING IN BANKING 0 0 0 0 0 0 0 0 0 0 0 0 0
FINANCIAL STATEMENTS 0 0 0 0 0 0 0 0 0 0 0 0 0
INSURANCE AND RISK MANAGEMENT 0 0 0 0 0 0 0 0 0 0 0 0 0
CUSTOMER RELATIONS MANAGEMENT IN BANKING 0 0 0 0 0 0 0 0 0 0 0 0 0
BANKING AND INSURANCE ACCOUNTING 0 0 0 0 0 0 0 0 0 0 0 0 0
CURRENT ISSUES IN THE WORLD ECONOMY 0 0 0 0 0 0 0 0 0 0 0 0 0
TEKNOLOJİ VE TOPLUM 0 0 0 0 0 0 0 0 0 0 0 0 0
RİSK VE SİBER GÜVENLİK YÖNETİMİ 0 0 0 0 0 0 0 0 0 0 0 0 0
TOPLUM 5.0 VE AKILLI YAŞAM TEKNOLOJİLERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
DİJİTAL KÜLTÜR VE VERİ OKURYAZARLIĞI 0 0 0 0 0 0 0 0 0 0 0 0 0
ALGORİTMİK DÜŞÜNME VE NO-CODE YAZILIM TASARIMI 0 0 0 0 0 0 0 0 0 0 0 0 0
KULLANICI DENEYİMİ VE DİJİTAL ARAYÜZ TASARIMI 0 0 0 0 0 0 0 0 0 0 0 0 0
İŞ DÜNYASINDA YAPAY ZEKA VE İŞ SÜREÇLERİ OTOMASYONU 0 0 0 0 0 0 0 0 0 0 0 0 0
YEŞİL BİLİŞİM VE SÜRDÜRÜLEBİLİRLİK TEKNOLOJİLERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
İŞ VE SOSYAL GÜVENLİK HUKUKU 0 0 0 0 0 0 0 0 0 0 0 0 0
EMPLOYMENT RELATIONS 0 0 0 0 0 0 0 0 0 0 0 0 0
STRATEJİK MALİYET VE YÖNETİM MUHASEBESİ 0 0 0 0 0 0 0 0 0 0 0 0 0
PLATFORM EKONOMİSİ 0 0 0 0 0 0 0 0 0 0 0 0 0
E-TİCARET VE PAZARLAMA 0 0 0 0 0 0 0 0 0 0 0 0 0
E-TİCARETTE REKLAM STRATEJİLERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
E-TİCARETTE YAPAY ZEKA UYGULAMALARI 0 0 0 0 0 0 0 0 0 0 0 0 0
E-TİCARETTE TASARIM UYGULAMALARI 0 0 0 0 0 0 0 0 0 0 0 0 0
FRENCH I 0 0 0 0 0 0 0 0 0 0 0 0 0
FRENCH II 0 0 0 0 1 0 0 0 0 1 1 3 0,4
FRENCH III 0 0 0 0 0 0 0 0 0 0 0 0 0
FRENCH IV 0 0 0 0 0 0 0 0 0 0 0 0 0
VISUAL ANALYSIS AND MINIATURE ANALYSIS 0 0 0 0 0 0 0 0 0 0 0 0 0
CATERING 0 0 0 0 0 0 0 0 0 0 0 0 0
CLIMATE CHANGE AND BIODIVERSITY 0 0 0 0 0 0 0 0 0 0 0 0 0
DÜNYA MUTFAK KÜLTÜRLERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
ECOLOGICAL GASTRONOMY 0 0 0 0 0 0 0 0 0 0 0 0 0
NÜTRİSYONEL GENETİK 0 0 0 0 0 0 0 0 0 0 0 0 0
GASTROTOURISM 0 0 0 0 0 0 0 0 0 0 0 0 0
GASTRONOMİ VE SANAT 0 0 0 0 0 0 0 0 0 0 0 0 0
YEMEK VE KÜLTÜREL ANTROPOLOJİ 0 0 0 0 0 0 0 0 0 0 0 0 0
VEJATERYAN MUTFAĞI 0 0 0 0 0 0 0 0 0 0 0 0 0
SAĞLIKLI VE ÖZEL DİYETLER 0 0 0 0 0 0 0 0 0 0 0 0 0
OTTOMAN CULINARY CULTURE 0 0 0 0 0 0 0 0 0 0 0 0 0
AIR LAW 0 0 0 0 0 0 0 0 0 0 0 0 0
CREW RESOURCE MANAGEMENT 0 0 0 0 0 0 0 0 0 0 0 0 0
TRANSPORTATION ECONOMICS 0 0 0 0 0 0 0 0 0 0 0 0 0
MODEL AIRCRAFT BUILDING 0 0 0 0 0 0 0 0 0 0 0 0 0
MÜLAKAT TEKNİKLERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
AIRLINE REVENUE MANAGEMENT 0 0 0 0 0 0 0 0 0 0 0 0 0
HAVACILIKTA MÜŞTERİ İLİŞKİLERİ YÖNETİMİ 0 0 0 0 0 0 0 0 0 0 0 0 0
HAVAYOLU KURUMSAL İLİŞKİLER YÖNETİMİ 0 0 0 0 0 0 0 0 0 0 0 0 0
HAVACILIKTA ÖRGÜT KÜLTÜRÜ AÇISINDAN YÖNETİM 0 0 0 0 0 0 0 0 0 0 0 0 0
INTERPERSONAL COMMUNICATION 0 0 0 0 0 0 0 0 0 0 0 0 0
CRISIS MANAGEMENT 0 0 0 0 0 0 0 0 0 0 0 0 0
REPUTATION MANAGEMENT 0 0 0 0 0 0 0 0 0 0 0 0 0
MEDYA, KÜLTÜR VE TOPLUM 0 0 0 0 0 0 0 0 0 0 0 0 0
BEHAVIORAL SCIENCES 0 0 0 0 0 0 0 0 0 0 0 0 0
POPÜLER KÜLTÜR 0 0 0 0 0 0 0 0 0 0 0 0 0
MANAGEMENT STRUCTURE OF TURKEY 0 0 0 0 0 0 0 0 0 0 0 0 0
NEW MANAGEMENT APPROACHES AND TOTAL QUALITY 0 0 0 0 0 0 0 0 0 0 0 0 0
ITALIAN I 0 0 0 0 0 0 0 0 0 0 0 0 0
ITALIAN II 0 0 0 0 0 0 0 0 0 0 0 0 0
ITALIAN III 0 0 0 0 0 0 0 0 0 0 0 0 0
ITALIAN IV 0 0 0 0 0 0 0 0 0 0 0 0 0
BASIC KOREAN (CONVERSATION) 0 0 0 0 0 0 0 0 1 1 1 3 0,4
SOCIAL PSYCHOLOGY I 0 0 0 0 0 0 0 0 0 0 0 0 0
PSYCHOLOGY OF LEADERSHIP 0 0 0 0 0 0 0 0 0 0 0 0 0
TRAFFIC PSYCHOLOGY 0 0 0 0 0 0 0 0 0 0 0 0 0
PREJUDICE AND VIOLENCE 0 0 0 0 0 0 0 0 0 0 0 0 0
FAMILY PSYCHOLOGY 0 0 0 0 0 0 0 0 0 0 0 0 0
RUSSIAN I 0 0 0 0 0 0 0 0 1 1 0 2 0,26
RUSSIAN II 0 0 0 0 0 0 0 0 3 1 0 4 0,53
RUSSIAN III 0 0 0 1 0 0 0 0 3 0 0 4 0,53
RUSSIAN IV 0 0 0 0 0 0 0 0 0 2 0 2 0,26
SOCIAL RESPONSIBILITY 0 0 0 0 0 0 0 0 0 0 0 0 0
SPANISH I 0 0 0 0 0 0 0 0 2 2 0 4 0,53
SPANISH II 0 0 0 0 0 0 0 0 0 0 0 0 0
SPANISH III 0 0 0 0 0 0 0 0 0 0 0 0 0
SPANISH IV 0 0 0 0 0 0 0 0 0 0 0 0 0
FIRST AID 0 0 0 0 0 0 0 0 0 0 0 0 0
SANAT VE ESTETİK 0 0 0 0 0 0 0 0 0 0 0 0 0
HISTORY OF CINEMA 0 0 0 0 0 0 0 0 0 0 0 0 0
SOCIAL GENDER AND MEDIA 0 0 0 0 0 0 0 0 0 0 0 0 0
VISUAL CULTURE 0 0 0 0 0 0 0 0 0 0 0 0 0
DIGITAL LITERACY 0 0 0 0 0 0 0 0 0 0 0 0 0
ART HISTORY 0 0 0 0 0 0 0 0 0 0 0 0 0
YARATICI YAZARLIK 0 0 0 0 0 0 0 0 0 0 0 0 0
ADVANCED TELEVISION JOURNALISM AND ANCHORING 0 0 0 0 0 0 0 0 0 0 0 0 0
MEDYA PERFORMANSI VE EKRAN DİLİ 0 0 0 0 0 0 0 0 0 0 0 0 0
TOPLUMSAL BELLEK VE BELGESEL 0 0 0 0 0 0 0 0 0 0 0 0 0
SÜRDÜRÜLEBİLİR MEDYA 0 0 0 0 0 0 0 0 0 0 0 0 0
VİDEOGRAFİK ELEŞTİRİ 0 0 0 0 0 0 0 0 0 0 0 0 0
HISTORY OF TURKISH CINEMA 0 0 0 0 0 0 0 0 0 0 0 0 0
HISTORY OF CIVILIZATIONS I 0 0 0 0 0 0 0 0 0 0 0 0 0
HISTORY OF CIVILIZATIONS II 0 0 0 0 0 0 0 0 0 0 0 0 0
R İLE VERİ ANALİZİ 0 0 0 0 0 0 0 0 0 0 0 0 0
IMAGE PROCESSING 0 0 0 0 0 0 0 0 0 0 0 0 0
YAPAY ZEKA VE VERİ ETKİLEŞİMİ 0 0 0 0 0 0 0 0 0 0 0 0 0
FİNANSAL VERİ ANALİZİ 0 0 0 0 0 0 0 0 0 0 0 0 0
GELİŞMİŞ REGRESYON YÖNTEMLERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
İLERİ İSTATİSTİKSEL YÖNTEMLER 0 0 0 0 0 0 0 0 0 0 0 0 0
PYTHONDA VERİ BİLİMİ PROJELERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
VERİ TABANLI PAZARLAMA 0 0 0 0 0 0 0 0 0 0 0 0 0
DOĞAL DİL İŞLEME 0 0 0 0 0 0 0 0 0 0 0 0 0
FİNANSAL VERİ BİLİMİ 0 0 0 0 0 0 0 0 0 0 0 0 0
DERİN ÖĞRENME UYGULAMALARI 0 0 0 0 0 0 0 0 0 0 0 0 0
İNOVASYON VE YENİLİK YÖNETİMİ 0 0 0 0 0 0 0 0 0 0 0 0 0
BİLİMSEL ARAŞTIRMA YÖNTEMLERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
DAVRANIŞ BİLİMLERİ VE VERİ ANALİTİĞİ 0 0 0 0 0 0 0 0 0 0 0 0 0
BİLİM, TEKNOLOJİ VE TOPLUM 0 0 0 0 0 0 0 0 0 0 0 0 0
VERİ BİLİMİNDE ANALİTİK PROBLEM ÇÖZME 0 0 0 0 0 0 0 0 0 0 0 0 0
ROBOTİK PROGRAMLAMA 0 0 0 0 0 0 0 0 0 0 0 0 0
MOBİL UYGULAMA GELİŞTİRME 0 0 0 0 0 0 0 0 0 0 0 0 0
VERİ GÜVENLİĞİ VE GİZLİLİK YÖNTEMLERİ 0 0 0 0 0 0 0 0 0 0 0 0 0
ETHICS AND ARTIFICIAL INTELLIGENCE 0 0 0 0 0 0 0 0 0 0 0 0 0
ÇOK BOYUTLU VERİ ANALİZİ 0 0 0 0 0 0 0 0 0 0 0 0 0
DERİN ÖĞRENME 0 0 0 0 0 0 0 0 0 0 0 0 0
DECISION SUPPORT SYSTEMS 0 0 0 0 0 0 0 0 0 0 0 0 0
VERİ BİLİMİ HUKUKU 0 0 0 0 0 0 0 0 0 0 0 0 0
BUSINESS INTELLIGENCE 0 0 0 0 0 0 0 0 0 0 0 0 0
STRATEJİK KARAR VERME 0 0 0 0 0 0 0 0 0 0 0 0 0
GİRİŞİMCİLİK VE İNOVASYON 0 0 0 0 0 0 0 0 0 0 0 0 0
SAĞLIK VERİ ANALİTİĞİ 0 0 0 0 0 0 0 0 0 0 0 0 0
ÜRETKEN YAPAY ZEKA UYGULAMALARI 0 0 0 0 0 0 0 0 0 0 0 0 0
ÖĞRENME BİLİMLERİ VE VERİ ANALİTİĞİ 0 0 0 0 0 0 0 0 0 0 0 0 0
DATA-DRIVEN JOURNALISM AND VISUALIZATION 0 0 0 0 0 0 0 0 0 0 0 0 0
ARTIFICIAL INTELLIGENCE ETHICS AND SOCIETY 0 0 0 0 0 0 0 0 0 0 0 0 0
SOCIOLOGY OF GENDER AND IDENTITY 0 0 0 0 0 0 0 0 0 0 0 0 0
PLATFORM ECONOMY AND NEW MEDIA 5 5 5 5 5 5 4 5 5 5 5 54 7,14
DİLBİLİM VE İLETİŞİM 0 0 0 0 0 0 0 0 0 0 0 0 0
MEDYA, TOPLUM VE SİYASET 0 0 0 0 0 0 0 0 0 0 0 0 0
INTERNATIONAL COMMUNICATION 0 0 0 0 0 0 0 0 0 0 0 0 0
CORPORATE COMMUNICATION METHODS 0 0 0 0 0 0 0 0 0 0 0 0 0
DİJİTAL PAZARLAMA 0 0 0 0 0 0 0 0 0 0 0 0 0
BİLİŞİMDE İLETİŞİM 0 0 0 0 0 0 0 0 0 0 0 0 0
SÜRDÜRÜLEBİLİR KALKINMA 0 0 0 0 0 0 0 0 0 0 0 0 0
CUSTOMER RELATIONSHIP MANAGEMENT IN IT 0 0 0 0 0 0 0 0 0 0 0 0 0
BİLİŞİM VE MARKA YÖNETİMİ 0 0 0 0 0 0 0 0 0 0 0 0 0
GÜNCEL EKONOMİK SORUNLAR 0 0 0 0 0 0 0 0 0 0 0 0 0
MULTIDISCIPLINARY PROJECT 0 0 0 0 0 0 0 0 0 0 0 0 0
FOOD WORKSHOP APPLICATIONS 0 0 0 0 0 0 0 0 0 0 0 0 0
THINKING MATHEMATICALLY 0 0 0 0 0 0 0 0 0 0 0 0 0
TOTAL 5 5 5 6 6 5 4 5 15 13 7 76 10,05