COURSE PROFILE. Business Data Analysis IT431 Fall

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1 COURSE PROFILE Curse Name Cde Semester Term Thery+PS+Lab (hur/week) Lcal Credits ECTS Business Data Analysis IT431 Fall Prerequisites Nne Curse Language Curse Type Curse Lecturer Curse Assistant Curse Objectives English Departmental Elective Assist. Prf. Dr. Fatih Özaydın Murat Kaya The fllwing mdules and lessns included in this curse are designed t supprt the curse bjectives: State f the Practice in Analytics The Data Scientist Big Data Analytics in Industry Verticals Discvery Data Preparatin Using R t Lk at Data Intrductin t R Analyzing and Explring the Data Statistics fr Mdel Building and Evaluatin K Means Clustering Assciatin Rules Linear Regressin Lgistic Regressin Naïve Bayesian Classifier Decisin Trees Time Series Analysis Text Analysis Analytics fr Unstructured Data The Hadp Ecsystem,The Endgame, r Putting it All Tgether Operatinalizing an Analytics Prject Creating the Final Deliverables Data Visualizatin Techniques (IŞIK - IT431) 1 / 6

2 Curse Learning Outcmes Curse Cntent Upn successful cmpletin f this curse, participants shuld be able t: Immediately participate and cntribute as a Data Science Team Member n big data and ther analytics prjects by: Deplying the Data Analytics Lifecycle t address big data analytics prjects Reframing a business challenge as an analytics challenge Applying apprpriate analytic techniques and tls t analyze big data, create statistical mdels, and identify insights that can lead t actinable results Selecting apprpriate data visualizatins t clearly cmmunicate analytic insights t business spnsrs and analytic audiences Using tls such as: R and RStudi, MapReduce/Hadp, in-database analytics, Windw and MADlib functins Explain hw advanced analytics can be leveraged t create cmpetitive advantage and hw the data scientist rle and skills differ frm thse f a traditinal business intelligence analyst. This curse prvides practical fundatin level training that enables immediate and effective participatin in big data and ther analytics prjects. It includes an intrductin t big data and the Data Analytics Lifecycle t address business challenges that leverage big data. The curse prvides grunding in basic and advanced analytic methds and an intrductin t big data analytics technlgy and tls, including MapReduce and Hadp. (IŞIK - IT431) 2 / 6

3 COURSE CONTENT Week Subjects Related 1 Intrductin and Curse Agenda 2 Intrductin t Big Data Analytics 3 Big Data Overview 4 Data Analytics Lifecycle 5 Mdel Planning 6 Mdel Building 7 Cmmunicating Results 8 Operatinalizing 9 Review f Basic Data Analytic Methds Using R 10 Advanced Analytics Thery And Methds 11 Advanced Analytics - Technlgies and Tls 12 In-database Analytics SQL Essentials 13 Advanced SQL and MADlib fr In-database Analytics 14 Final Lab Exercise n Big Data Analytics Curse Textbk Turning Big Data int Big Mney (Wiley and SAS Business Series), Frank J. Ohlhrst Recmmended References (IŞIK - IT431) 3 / 6

4 Semester Requirements Number Percentage f Grade Attendance/Participatin Labratry Applicatin Special Curse Internship (Wrk Placement) Quizzes/Studi Critics Hmewrk Assignments Presentatin Prject 50 Seminar/Wrkshp Midterms/Oral Exams 20 Final/Resit Exam 30 Ttal 100 PERCENTAGE OF SEMESTER WORK 70 PERCENTAGE OF FINAL WORK 30 Ttal 100 Cre Curses Majr Area Curses Curse Categry Supprtive Curses Media and Management Skills Curses Transferable Skill Curses (IŞIK - IT431) 4 / 6

5 COURSE'S CONTRIBUTION TO PROGRAM # Prgram Qualificatins / Outcmes * Level f Cntributin A fundatin in mathematics and basic sciences and ability t apply acquired knwledge as they relate t the study and practice f infrmatin technlgy An ability t analyze a prblem, identify and define the cmputing requirements apprpriate t its slutin, t understand, select and use apprpriate technlgy, tls, standards, prtcls, building blcks, and cmpnents t slve the prblem 3 An ability t prpse, analyze, design, develp, test and maintain an infrmatin technlgy system including sftware slutins, security mdel, cmputer and netwrk infrastructure, infrmatin systems etc. t slve infrmatin technlgy prblems 4 5 An ability t analyze lcal and glbal impact f cmputing n individuals, rganizatins and sciety; and the ability t apply infrmatin technlgy techniques, skills, and tls fr regular cmputing practices as well as t imprve effectiveness f current methdlgies An ability t effectively cmmunicate in ral and written media with all kinds f related audiences; and prepare dcumentatin fr this purpse as required An understanding f prfessinal, ethical, legal, and scial issues and respnsibilities f infrmatin technlgy prfessin A taste and breadth f knwledge acrss several scial tpics utside the immediate requirements f the infrmatin technlgy prfessin, and the ability t wrk within hetergeneus teams t accmplish a cmmn gal including peple frm the infrmatin technlgy area as well as ther disciplines An ability t engage in life-lng learning and prfessinal develpment fr persnal imprvement t fllw cntemprary infrmatin technlgy issues *1 Lwest, 2 Lw, 3 Average, 4 High, 5 Highest (IŞIK - IT431) 5 / 6

6 ECTS ALLOCATED BASED ON STUDENT WORKLOAD BY THE COURSE DESCRIPTION Activities Number Duratin (Hurs) Ttal Wrklad Curse Hurs (Including Exams) Tutrials Labratry Applicatin Special Curse Internship (Wrk Placement) Field Wrk Study Hurs Out f Class Presentatins / Seminar Prject Preparatry reading Hmewrk Assignments Quizzes Midterm Exams Final / Resit Exam Ttal Wrklad 152 (IŞIK - IT431) 6 / 6

7 COURSE CATEGORY ISCED GENERAL AREA CODES GENERAL AREAS ISCED BASIC AREA CODES BASIC EDUCATIONAL AREAS 1 Educatin 14 Teacher Training and Educatinal Sciences 2 Humanities and Art 21 Art 2 Humanities and Art 22 Humanities 3 Scial Sciences, Management and Law 31 Scial and Behaviural Sciences 20 3 Scial Sciences, Management and Law 32 Jurnalism and Infrmatics 3 Scial Sciences, Management and Law 38 Law 4 Science 42 Life Sciences 4 Science 44 Natural Sciences 4 Science 46 Mathematics and Statistics 45 4 Science 48 Cmputer 20 5 Engineering, Manufacturing and Civil 52 Engineering 15 5 Engineering, Manufacturing and Civil 54 Manufacturing and Prcessing 5 Engineering, Manufacturing and Civil 58 Architecture and Structure 6 Agriculture 62 Agriculture, Frestry, Livestck, Fishery 6 Agriculture 64 Veterinary 7 Medicine and Welfare 72 Medical 7 Medicine and Welfare 76 Scial Services 8 Service 81 Persnal Services 8 Service 84 Transprt Services 8 Service 85 Envirnment Prtectin 8 Service 86 Security Services (IŞIK - IT431) 7 / 6