VERİ ANALİTİĞİ I DERS TANITIM VE UYGULAMA BİLGİLERİ

Kodu	Dersin Adı	Yarıyıl	Süresi(T+U)	Kredisi	AKTS Kredisi
YBS317	VERİ ANALİTİĞİ I	5	3	3	8

DERS BİLGİLERİ
Dersin Öğretim Dili :	Türkçe
Dersin Düzeyi	BACHELOR'S DEGREE, TYY: + 6.Level, EQF-LLL: 6.Level, QF-EHEA: First Cycle
Dersin Türü	Zorunlu
Dersin Veriliş Şekli	-
Dersin Koordinatörü	Assist.Prof. DİDEM TETİK KÜÇÜKELÇİ
Dersi Veren Öğretim Üyesi/Öğretim Görevlisi	Dr.Öğr.Üyesi SÜREYYA İMRE BIYIKLI
Ders Ön Koşulu	Yok

AMAÇ VE İÇERİK
Amaç:	The aim of this course is to prepare students to collect, define and analyze data and to use advanced statistical tools to make decisions about the field of business. In the scope of the course, data mining algorithms based mainly on prediction will be included and business applications will be made with R language. It is aimed to provide students with problem solving and project development habits with a systematic approach.
İçerik:	Contents of the course include the subjects such as algorithms and programming concepts, variables, data types, input and output statements, series, lists, dictionaries, functions, file processing.

DERSİN ÖĞRENME ÇIKTILARI (Öğrenciler, bu dersi başarı ile tamamladıklarında aşağıda belirtilen bilgi, beceri ve/veya yetkinlikleri gösterirler.)
Use different file formats for data input and output. {use}
Analyze statistical analyses in R, which is an open source platform. {analysis}
Evaluate the accuracy of the analysed data.{evaluate}
Develop his/her own analysis technique himself/herself.{develop}
Assess data extraction and data reduction techniques.{assess}

HAFTALIK DERS KONULARI VE ÖNGÖRÜLEN HAZIRLIK ÇALIŞMALARI
Hafta	Ön Hazırlık	Konular	Yöntem
1	-	History and development of computers	Lecture & Discussion & Practice
2	Literature Review, Assignment	Main components of computer: hardware and software	Lecture & Discussion & Practice
3	Literature Review, Assignment	Algorithms and programming concepts	Lecture & Discussion & Practice
4	Literature Review, Assignment	Variables, Types of Data, Input and Output Expressions	Lecture & Discussion & Practice
5	Literature Review, Assignment	Conditional Expressions	Lecture & Discussion & Practice
6	Literature Review, Assignment	Loop structures	Lecture & Discussion & Practice
7	Literature Review, Assignment	Arrays: Clusters, Lists, Words	Lecture & Discussion & Practice
8	-	MID-TERM EXAM	-
9	Literature Review, Assignment	Revision before midterm exam	Lecture & Discussion & Practice
10	Literature Review, Assignment	Functions -I	Lecture & Discussion & Practice
11	Literature Review, Assignment	Functions -II	Lecture & Discussion & Practice
12	Literature Review, Assignment	Strings	Lecture & Discussion & Practice
13	Literature Review, Assignment	Files	Lecture & Discussion & Practice
14	Literature Review, Assignment	Graph drawing	Lecture & Discussion & Practice
15	Literature Review, Assignment	Revision before final exam	Lecture & Discussion & Practice
16	-	FINAL EXAM	-
17	-	FINAL EXAM	-

KAYNAKLAR
Karacay, T. (2016). Python 3: Veri Yapilari. Seckin Publications.
Aksoy, A. (2016). Yeni Baslayanlar Icin Python. Abakus Publications.

ÖLÇME VE DEĞERLENDİRME
Yarıyıl İçi Yapılan Çalışmaların Ölçme ve Değerlendirmesi	Etkinlik Sayısı	Katkı Yüzdesi	Açıklama

(0) Etkisiz	(1) En Düşük	(2) Düşük	(3) Orta	(4) İyi	(5) Çok İyi
0	1	2	3	4	5

KNOWLEDGE
Theoretical
	Program Yeterlilikleri/Çıktıları	Katkı Düzeyi
		0	1	2	3	4	5
1	Define concepts such as management, manager and leader.						5
2	Analyze the accuracy, reliability and validity of the new information obtained from the data.						5

KNOWLEDGE
Factual
	Program Yeterlilikleri/Çıktıları	Katkı Düzeyi
		0	1	2	3	4	5
1	Report the obtained data.						5
2	Prepare software and projects related with the field.						5

SKILLS
Cognitive
	Program Yeterlilikleri/Çıktıları	Katkı Düzeyi
		0	1	2	3	4	5
1	Use the appropriate resources for data analysis related with the field.						5
2	Analyze the work processes.					4

SKILLS
Practical
	Program Yeterlilikleri/Çıktıları	Katkı Düzeyi
		0	1	2	3	4	5
1	Manage projects as part of a team.					4
2	Apply the material, techniques and analyzes in relation with the subject for project and work flows.						5

OCCUPATIONAL
Autonomy & Responsibility
	Program Yeterlilikleri/Çıktıları	Katkı Düzeyi
		0	1	2	3	4	5
1	Fulfill responsibility with a focus on result in individual and team studies.						5

OCCUPATIONAL
Learning to Learn
	Program Yeterlilikleri/Çıktıları	Katkı Düzeyi
		0	1	2	3	4	5
1	Recognizes what he/she knows about his/her field or not.						5
2	Act the theoretical knowledge in real life with learning to learn approach.						5
3	Apply different methods and techniques with an innovative approach in his/her research.						5

OCCUPATIONAL
Communication & Social
	Program Yeterlilikleri/Çıktıları	Katkı Düzeyi
		0	1	2	3	4	5
1	Apply the results obtained in accordance with voluntarism and social responsibility projects.						5
2	Establish a healthy contact with colleagues					4
3	Share the analyzes and obtained results with colleagues.					4
4	Cooperate with colleagues at international level with the help of foreign language competency.				3

OCCUPATIONAL
Occupational and/or Vocational
	Program Yeterlilikleri/Çıktıları	Katkı Düzeyi
		0	1	2	3	4	5
1	Behave in accordance with ethical values regarding the collection, analysis and reporting of data.						5
2	Participate the design of work processes and systems with full quality.						5
3	Cooperate with other employees for the continuation of sustainability in the profession.					4

DERSİN İŞ YÜKÜ VE AKTS KREDİSİ
Öğrenme-Öğretme Etkinlikleri İş Yükü
Öğrenme-Öğretme Etkinlikleri	Etkinlik(hafta sayısı)	Süresi(saat sayısı)	Toplam İş Yükü
Lecture & In-Class Activities	14	3	42
Preliminary & Further Study	13	3	39
Land Surveying	0	0	0
Group Work	13	2	26
Laboratory	0	0	0
Reading	14	1	14
Assignment (Homework)	13	2	26
Project Work	1	23	23
Seminar	0	0	0
Internship	0	0	0
Technical Visit	0	0	0
Web Based Learning	0	0	0
Implementation/Application/Practice	0	0	0
Practice at a workplace	0	0	0
Occupational Activity	0	0	0
Social Activity	0	0	0
Thesis Work	0	0	0
Field Study	0	0	0
Report Writing	1	10	10
Final Exam	1	1	1
Preparation for the Final Exam	1	14	14
Mid-Term Exam	1	1	1
Preparation for the Mid-Term Exam	1	7	7
Short Exam	0	0	0
Preparation for the Short Exam	0	0	0
TOTAL	73	0	203