BACHELOR OF INFORMATION TECHNOLOGY (HONS) IN DATA ANALYTICS (CT207)PROGRAMME HANDBOOK
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 1www.uptm.edu.myABOUT UNIVERSITI POLY-TECH MALAYSIAUniversiti Poly-Tech Malaysia, also known as UPTM, is an institution of higher learning has built itself upon years of continuous improvements and change leading to a wealth of experience and wisdom.At UPTM, the focus is on providing a comprehensive education that goes beyond theoretical knowledge to include the development of essential human attributes, attitude, and aptitude. The university's committed educators work tirelessly to ensure that every student receives personalised attention and support that enables them to realise their full potential.UPTM's curriculum is anchored in contemporary technologies and business education, offering students a wide range of innovative courses that challenge and stimulate their skills and expertise essential for them to thrive in the fast-paced world of business. It is important to note that Poly-Tech, in this context, refers to the incorporation of cutting-edge technologies into business education, and should not be confused with technical or vocational education.On the overall, the university’s emphasis is on producing graduates who are not only highly skilled and knowledgeable, but also possess the essential qualities of professionalism, ethical responsibility, and social awareness. With its unwavering commitment to academic excellence, UPTM stands out as an institution of higher learning that prepares students for successful careers and meaningful lives.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 2www.uptm.edu.myVISIONTo be globally recognized applied university, cultivating inclusive, innovative, ethical and impactful professionals dedicated to sustainable progressMISSIONWe are dedicated to providing transformative education through interdisciplinary collaboration and practical knowledge, empowering lifelong learners to thrive in a dynamic global economy and contribute meaningfully to societyCORE VALUESInnovative ● Inclusive ● IntegrityOBJECTIVES● To provide opportunities to pursue professionally recognised programmes.● To provide vibrant and invitational programmes relevant to current market needs and customers' demands.● To design programmes that inculcate graduates' synergetic talents.● To ensure that graduates are adequately prepared for the local and global workforce.● To establish human resource development programmes as tool for assimilating the value of society.● To establish a distinctive and accountable centre of excellence in managing research, consultation and services.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 3www.uptm.edu.myTABLE OF CONTENTSINTRODUCTION .............................................................................................4PROGRAMME INFORMATION...........................................................................5PROGRAMME STRUCTURE...............................................................................8COURSE INFORMATION ................................................................................ 13STUDY PATH ................................................................................................ 22ACADEMIC REGULATIONS............................................................................. 23
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 4www.uptm.edu.myINTRODUCTIONThe Bachelor of Information Technology (Hons) in Data Analytics is a specialized program designed to develop a solid foundation in data analytics, equipping students with both theoretical knowledge and hands-on skills to thrive in the rapidly evolving field of datadriven decision-making. This program, which commenced its first intake in May 2018, received provisional accreditation from the Malaysian Qualifications Agency (MQA) in 2017, followed by full accreditation in 2021.The curriculum encompasses a wide range of core competencies, blending essential data analytics concepts with foundational computing and information technology skills. Students will engage in courses covering programming, statistical analysis, data visualization, database management, and machine learning, along with applications in real-world business contexts. Additionally, students will gain exposure to business-related subjects such as financial analysis, project management, and digital marketing, which are crucial for leveraging data insights in organizational strategies.Upon graduation, students will be proficient in applying data analytics techniques to extract actionable insights and optimize decision-making in various business settings. As data becomes the backbone of modern enterprises, professionals in data analytics are in high demand. Graduates of this program can pursue careers as data analysts, business intelligence specialists, data scientists, data engineers, and consultants in industries ranging from finance, healthcare, and retail to technology and government sectors. The skills acquired in this program, such as analytical thinking, problem-solving, and datadriven project management, also provide a competitive edge in diverse roles within the tech-driven landscape.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 5www.uptm.edu.myPROGRAMME INFORMATION1. Programme Title : Bachelor of Information Technology (Hons) in Data Analytics2. Programme Code : CT2073. Duration : 3 Years4. Total Credit Hours : 1205. Medium of Instruction : English / Bahasa Melayu (for MPU courses)6. Entry Requirement : Pass STPM with a minimum Grade C (GP 2.00) inany TWO (2) subjects;ORPass STAM with a minimum Grade of Jayyid in anyTWO (2) subjects;ORPass Matriculation or Foundation studies with aminimum CGPA of 2.00;Diploma in Non-Computing with a minimum CGPA of 2.75. Candidates with a CGPA below 2.75 but more than 2.50 can be admitted subject to a thorough rigorous assessment;ANDcredit in:Mathematics at SPM level or its equivalent; ORCandidates with a pass in Mathematics at SPM level need to take and pass the reinforcement Mathematics subject that is equivalent to the SPM level. The reinforcement Mathematics subject must be offered in first semester or before enrolment with unconditional offer.ORDiploma in Computing fields or equivalent with a minimum CGPA of 2.50. Candidates with a CGPA below 2.50 but more than 2.00 may be admitted subject to a thorough rigorous assessment;OR
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 6www.uptm.edu.myPass DKM / DVM in Computing fields with a minimum CGPA of 2.50;Pass DLKM in Computing fields with a minimum CGPA of 2.50;ORPass A-Level with minimum Grade D (GP 2.00) in any TWO (2) subjects;ORPass UEC with minimum Grade B in any FIVE (5) subjects including Mathematics;ORPass International Baccalaureate (IB) with at least 24 points;OROther relevant and equivalent qualifications recognised by the Malaysian Government.English Competency Requirement for International StudentEnglish CompetencyCEFR HIGH B1MUET B3.5IELTS 5.0TOEFL 40Pearson Test of English47Linguaskill Online 107CAMBRIDGE ENGLISH 1547. Programme Educational Objectives:The Bachelor of Information Technology (Honours) in Data Analytics programme aims to produce Data Analytics technologists who are:PEO1 : Provide computing solutions for non-routine problems based on appropriate knowledge and technical skills in the discipline according to the industry requirement.PEO2 : Demonstrate leadership qualities and perform well as a team player and possess effective interpersonal and communication skills to interact with stakeholders
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 7www.uptm.edu.myPEO3 : Capable of engaging in lifelong learning and possess entrepreneurial mindset for self and career development.PEO4 : Uphold ethical conduct and professional practices in maintaining integrity8. Programme Outcomes :At the end of the programme, graduates should be able to:PLO1 : Analyse concepts, principles and theories relating to Information Technology. PLO2 : Apply appropriate design and architecture for Information Technology solutions. PLO3 : Build Information Technology solutions for non-routine problems.PLO4 : Demonstrate effective interaction with diverse stakeholders.PLO5 : Exhibit effective communication with diverse stakeholders. PLO6 : Utilise digital skills for problem-solving in the field of study. PLO7 : Apply numeracy skills for problem-solving in the field of study.PLO8 : Demonstrate teamwork, accountability, autonomy and responsibility in delivering solutions related to the field of study. PLO9 : Exhibit capabilities to extend relevant knowledge through life-long learning.PLO10 : Apply an entrepreneurial mindset in delivering solutions.PLO11 : Uphold professional and ethical practices in the work environment9. Awarding Body : Universiti Poly-Tech Malaysia10.Programme Standards : Computing (Third Edition 2024)
www.uptm.PROGRAMMEBACHELOR OF INFORMATION TECHNOLOGYear 1 Semester 1:COURSE CODE COURSE NAME STARC2173S Computer Organization and Architecture Core CITC2293 Fundamental of Database Core CSTA2133 Statistics and Probability SpecSWC2493 Programming Fundamentals Core CENW3123S Academic Writing FreeUCS3153/UCS3143/UCS3163Arabic for Communication /Mandarin for Communication / ComFrench for CommunicationTotal
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 8.edu.myE STRUCTURE GY (HONOURS) IN DATA ANALYTICS (CT207)TATUS CREDIT SLT PRE-REQASSESSMENTCourse Work Final AssessmentComputing 3 120 None 60% 40%Computing 3 120 None 60% 40%cialization 3 120 None 60% 40%Computing 3 120 None 60% 40%e Elective 3 120 None 60% 40%mpulsory 3 120 None 70% 30%18
www.uptm.Year 1 Semester 2:COURSE CODE COURSE NAME STARC2183S Operating Systems Core CSWC2653S Programming Language For Data Science SpecMAT2123 Discrete Mathematics DiscipSWC3524S Algorithmic Data Structures DiscipUCS3103S Digital Entrepreneurship ComMPU3182/MPU3142Penghayatan Etika dan Peradaban/Bahasa Melayu Komunikasi 2 (International Student)ComTotal Year 1 Semester 3COURSE CODE COURSE NAME STNWC2263S Data Communication and Networking Core CSWC3663S System Analysis and Design Core CNWC2363S Cybersecurity Principles and Ethics DiscipTotal
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 9.edu.myTATUS CREDIT SLT PRE-REQASSESSMENTCourse Work Final AssessmentComputing 3 120 None 60% 40%cialization 3 120 SWC2493 50% 50%pline Core 3 120 None 60% 40%pline Core 4 160 SWC2493 60% 40%mpulsory 3 120 None 60% 40%mpulsory 2 80 None 60%70%40%30%18TATUS CREDIT SLT PRE-REQASSESSMENTCourse Work Final AssessmentComputing 3 120 None 60% 40%Computing 3 120 None 60% 40%pline Core 3 120 None 60% 40%9
www.uptm.Year 2 Semester 1:COURSE CODE COURSE NAME STITC3084 Database Management DiscipNWC3273S Computer Systems and Networking DiscipSWC3623S Web Application Development DiscipARC2203S Platform Technologies DiscipMMC3113 User Experience Design DiscipMPU3192 Falsafah dan Isu Semasa ComTotal Year 2 Semester 2:COURSE CODE COURSE NAME STITC3123S Software Project Management DiscipITC3133S E-Commerce SpecSWC4583 Mobile Apps Development DiscipITC3143 Introduction to Data Mining SpecUCS3133SComputing and Multimedia Project For Community ComSWC3633 Web API Development DiscipTotal
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 10.edu.myTATUS CREDIT SLT PRE-REQASSESSMENTCourse Work Final Assessmentpline Core 4 160 ITC2293 60% 40%pline Core 3 120 None 70% 30%pline Core 3 120 SWC2493 50% 50%pline Core 3 120 None 60% 40%pline Core 3 120 None 60% 40%mpulsory 2 80 None 60% 40%18TATUS CREDIT SLT PRE-REQASSESSMENTCourse Work Final Assessmentpline Core 3 120 None 60% 40%cialization 3 120 None 60% 40%pline Core 3 120 SWC2493 50% 50%cialization 3 120 None 60% 40%mpulsory 3 120 None 60% 40%pline Core 3 120 SWC3623 50% 50%18
www.uptm.Year 2 Semester 3:COURSE CODE COURSE NAME STITC3153 Introduction to Data Visualization SpecITC3223 Business Intelligence SpecMPU3212MPU3342MPU3362Bahasa Kebangsaan APengajian Islam KontemporariEthics and Moral 3ComTotal Year 3 Semester 1:COURSE CODE COURSE NAME STMPU3432 Kursus Integriti dan Antirasuah (KIAR) ComFYP4122 Final Year Project 1 FinPITC3233 Advance Data Mining with Machine Learning SpecITC3213 Big Data Technologies SpecITC3163S Management Information System SpecSWC3553S Artificial Intelligence SpecTotal
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 11.edu.myTATUS CREDIT SLT PRE-REQASSESSMENTCourse Work Final Assessmentcialization 3 120 None 60% 40%cialization 3 120 None 60% 40%mpulsory 2 80 None70%60%70%30%40%30%8TATUS CREDIT SLT PRE-REQASSESSMENTCourse Work Final Assessmentmpulsory 2 80 None 70% 30%nal Year Project 2 80 None 50% 50%cialization 3 120 None 60% 40%cialization 3 120 None 60% 40%cialization 3 120 None 60% 40%cialization 3 120 None 60% 40%16
www.uptm.Year 3 Semester 2:COURSE CODE COURSE NAME STINT4018 lndustrial Training IndTrTotal Year 3 Semester 3:COURSE CODE COURSE NAME STFYP4134 Final Year Project 2 FinPARC4213S Cloud Computing DiscipTotal
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 12.edu.myTATUS CREDIT SLT PRE-REQASSESSMENTCourse Work Final Assessmentdustrial raining 8 320Pass ALL courses with CGPA greater or equal to 2.00- 100%8TATUS CREDIT SLT PRE-REQASSESSMENTCourse Work Final Assessmentnal Year Project 4 160 FYP4122 60% 40%pline Core 3 120 SWC2493 60% 40%7
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 13www.uptm.edu.myCOURSE INFORMATIONARC2173S COMPUTER ORGANIZATION AND ARCHITECTUREPrerequisite: NoneThis course introduces modern computer system architecture which is structured around primary building blocks of general-purpose computing systems and applications of these insights and principles to future computer designs. ENW3123S ACADEMIC WRITING Prerequisite: NoneThis course introduces the techniques of academic writing to improve the proficiency of the writing skills. It covers the process of writing, outlining and completing the academic paper.FYP4122 FINAL YEAR PROJECT 1Prerequisite: ITC3123The course is the first part of a two-parts data analytics project. It is an integration of the various data analytics course modules. This part focuses on project planning: identification of problem and project objectives, literature review, requirements gathering and analysis. The project is expected to be substantial practical problem-solving exercise or a research study which require students to demonstrate their skill in organization, time management, investigation and communication.FYP4134 FINAL YEAR PROJECT 2Prerequisite: FYP4122The course is the continuation of Final Year Project 1. It focuses on project completion: project design, implementation and testing.INT4018 INDUSTRIAL TRAINING Prerequisite: Pass ALL Courses with CGPA greater or equal to 2.0Industrial Training provides practical experience relevant to the real working environment prior to graduation. With all the experiences and knowledge acquired, students will be ready to join the workforce upon graduation.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 14www.uptm.edu.myITC2293 FUNDAMENTAL OF DATABASEPrerequisite: NoneThis course introduces fundamental knowledge on how database concepts are used commercially. It covers an introductory study of database theory, design and implementation.ITC3084 DATABASE MANAGEMENT Prerequisite: ITC2293This course covers the basics of database concepts, design, implementation, managing databases, database administration, security and strategies for handling data.ITC3123S SOFTWARE PROJECT MANAGEMENT Prerequisite: NoneThis course focuses on the combination of software development and project management skills in the software lifecycle. The role of a project manager is learn throughout the topics from the initiation until the closing of the project using appropriate software management tools to support the software project.ITC3133S E-COMMERCEPrerequisite: NoneThis course covers the role of ecommerce and its related issues in classification, business models, infrastructure, security and payment. This subject also gives exposure how to participate in e-commerce transactions and ability to create an e-commerce website using appropriate tools.ITC3163S MANAGEMENT INFORMATION SYSTEM Prerequisite: NoneThis course is designed to introduce students to information systems and demonstrate how these information systems are managed throughout global organizations. ITC3143 INTRODUCTION TO DATA MINING Prerequisite: NoneThis course will explain basic concepts of data mining and the process of using computer and automation to search large sets of data for patterns and trends, turning those findings into business insights and predictions. It will apply certain methods and techniques and do some analysis for a large sets of data.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 15www.uptm.edu.myITC3153 INTRODUCTION TO DATA VISUALIZATIONPrerequisite: NoneThis course will explain how to present data through the use of common graphics, such as charts, plots, infographics, and even animations. These visual displays of information communicate complex data relationships and data-driven insights in a way that is easy to understand.ITC3223 BUSINESS INTELLIGENCE Prerequisite: NoneThis course aim to introduces the concepts of business intelligence which includes the basic of data collection, analysis and visualization. It also provides the strategies and technologies for analyzing business information and transforming it into actionable insights that inform strategic and tactical business decisions. The course also explores the range of tools that can provide quick, easy-to-digest access to insights about an organization’s current state, based on available data.ITC3213 BIG DATA TECHNOLOGIES Prerequisite: NoneThis course aims to familiarize students with contemporary big data scenarios, offering insights into various facets of the field. It provides an opportunity for students to become acquainted with the key technologies shaping big data and equips them with the necessary knowledge to apply these technologies in solving diverse big data challenges across different domains.ITC3233 ADVANCE DATA MINING WITH MACHINE LEARNING Prerequisite: NoneIn the dynamic landscape of information technology, data mining, and machine learning fusion emerge as a powerful toolset for extracting meaningful insights from vast datasets. This course delves into the fundamental principles, techniques, and applications of these intertwined disciplines, equipping students with the skills to navigate the intricate world of data-driven decision-making.MAT2123 DISCRETE MATHEMATICS Prerequisite: NoneThis course introduces basic discrete mathematics required in the contemporary aspects of computing. The topics covered are set theory, fundamental principles of counting, relations and functions, digraphs, logic, mathematical induction, and recursion.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 16www.uptm.edu.myMMC3113 USER EXPERIENCE DESIGNPrerequisite: NoneThis course introduces the fundamental concepts, techniques, practices, workflows, and tools associated with the practice of user experience design in web and mobile experiences.MPU3142 BAHASA MELAYU KOMUNIKASI 2 (INTERNATIONAL STUDENT)Prerequisite: NoneKursus ini melatih pelajar antarabangsa untuk berkomunikasi dalam bahasa Melayu asas yang meliputi situasi kehidupan harian. Pelajar akan diperkenalkan dengan pertuturan dan penulisan bahasa Melayu mudah. Pengajaran dan pembelajaran akan dilaksanakan dalam bentuk kuliah, tutorial, tugasan dan pengalaman pembelajaran pelajar di dalam dan di luar kelas. Pada akhir kursus ini, pelajar diharapkan dapat berkomunikasi dan menulis menggunakan ayat mudah dengan berkesan.MPU3182 PENGHAYATAN ETIKA DAN PERADABANPrerequisite: NoneKursus ini mempersiapkan pelajar untuk menghayati etika dan peradaban yang wujud dalam masyarakat kepelbagaian etnik di Malaysia untuk memperteguhkan pemikiran kritikal dan analitikal mereka bagi menangani kehidupan yang lebih mencabar. Pengisian kursus ini memfokuskan kepada penghayatan etika dan peradaban dalam acuan Malaysia. Pelajar akan didedahkan dengan dinamika konsep etika dan peradaban yang menjadi kekuatan kepada pembentukan negara Malaysia berdasarkan susur masa evolusi sejarahnya dari era pra-kolonial sehingga ke pasca-kolonial. Kefahaman tentang pembentukan etika dan peradaban dalam masyarakat kepelbagaian dibincangkan bagi meningkatkan penghayatan etika dan peradaban ke arah pemantapan kesepaduan nasional dan bangsa Malaysia. Peradaban acuan Malaysia perlu dikupas serta diperdebatkan dalam aktiviti akademik berpandukan Perlembagaan Persekutuan sebagai tapak integrasi dan wahana etika dan peradaban. Pembinaan kesepaduan nasional amat dipengaruhi oleh globalisasi dan perkembangan teknologi maklumat dan komunikasi yang kompleks. Oleh kerana itu, penghayatan etika dan peradaban menzahirkan perilaku tanggungjawab sosial dan digerakkan pada peringkat individu, keluarga, komuniti, masyarakat, dan negara. Justeru, perubahan yang berlaku dalam masyarakat dan pembangunan langsung ekonomi telah membawa cabaran baru dalam mengukuhkan kelestarian etika dan peradaban di Malaysia. Amalan Pendidikan Berimpak Tinggi (HIEPs) dipraktikkan dalam pengajaran dan pembelajaran bagi mendalami kursus ini. (pengajaran & pembelajaran).
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 17www.uptm.edu.myMPU3192 FALSAFAH DAN ISU SEMASAPrerequisite: NoneKursus ini merangkumi hubungan ilmu falsafah dengan Falsafah Pendidikan Kebangsaan dan Rukun Negara. Penggunaan falsafah sebagai alat untuk memurnikan budaya pemikiran dalam kehidupan melalui seni dan kaedah berfikir serta konsep insan. Topik utama dalam falsafah iaitu epistemologi, metafizik dan etika dibincangkan dalam konteks isu semasa. Penekanan diberikan kepada falsafah sebagai asas bagi menjalin dialog antara budaya serta memupuk nilai sepunya. Di hujung kursus ini pelajar akan mampu melihat disiplin-disiplin ilmu sebagai satu badan ilmu yang komprehensif dan terkait antara satu sama lain.MPU3212 BAHASA KEBANGSAAN APrerequisite: NoneKursus ini menawarkan kemahiran berbahasa dari aspek mendengar, bertutur, membaca dan menulis sesuai dengan tahap intelek pelajar. Tujuan kursus ini adalah untuk meningkatkan kecekapan berbahasa dalam konteks rasmi dan tidak rasmi. Pengajaran dan pembelajaran akan dilaksanakan dalam bentuk kuliah, tutorial, tugasan, aktiviti kebahasaan, main peranan (role-play), ujian dan peperiksaan. Pada akhir kursus ini, pelajar diharapkan dapat menguasai kemahiran berbahasa secara lisan dan tulisan.MPU3342 PENGAJIAN ISLAM KONTEMPORARIPrerequisite: NoneKursus ini membincangkan ilmu-ilmu dalam Islam yang merangkumi pelbagai aspek yang berkaitan dengan urusan kehidupan individu, masyarakat dan negara. Selain itu, perbincangan juga terarah kepada cabaran semasa yang dihadapi umat Islam. Perbincangan dan perbahasan dalam kursus ini akan dapat memberi kefahaman sebenar tentang Islam sebagai satu cara hidup dan kepentingannya dalam melahirkan insan yang mampu mengamalkan nilai-nilai murni berteraskan ajaran Islam dalam mengharungi kehidupan dan cabaran yang berbagai.MPU3362 ETHICS AND MORAL 3Prerequisite: NoneThis course includes exposure to a variety of ethical and moral issues that affect individuals, families and communities. The course focuses on clarification of individual values and the process of ethical decision-making.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 18www.uptm.edu.myMPU3432 KURSUS INTEGRITI DAN ANTIRASUAH (KIAR)Prerequisite: NoneKursus ini merangkumi konsep asas rasuah termasuk nilai integriti, antirasuah, bentuk perlakuan rasuah, salah guna kuasa dalam aktiviti seharian dan organisasi serta kaedah pencegahan rasuah. Kes berkaitan rasuah juga dibincangkan. Kaedah pengajaran dan pembelajaran dilaksanakan dalam bentuk ‘pembelajaran berdasarkan pengalaman’ melalui aktiviti individu dan kumpulan. Pada akhir kursus ini, pelajar dapat memahami amalan integriti, konsep rasuah, antirasuah dan salah guna kuasa serta pencegahan rasuah dalam masyarakat dan organisasi. NWC2263S DATA COMMUNICATION AND NETWORKING Prerequisite: NoneThis course introduces the fundamental concepts relating to components of data communication, hardware and computer networking.The course covers the area of Data Communication & Network: basic fundamental knowledge on data communication principal, signal, transmission media, protocol, internetworking and IEEE 802 standards, data encoding & efficiency, Local Area Network and the OSI layers. The course also covers the principles and structure of IP addressing, Routing & Switching and network management. NWC3273S COMPUTER SYSTEMS AND NETWORKING Prerequisite: NoneThis course covers the architecture, structure, functions and components of the Internet and other computer networks. Students achieve a basic understanding of how networks operate and how to build simple local area networks (LAN), perform basic configurations for routers and switches, and implement Internet.NWC2363S CYBERSECURITY PRINCIPLES AND ETHICSPrerequisite: NoneThis course introduces the concepts and issues in cyber security which include threats, vulnerabilities, controls, countermeasures and ethics in organization.STA2133 STATISTICS AND PROBABILITYPrerequisite: NoneThis course emphasizes the basic concepts of statistics and probability. Topics include descriptive statistics, probability, probability distribution, sampling distribution, estimation and hypothesis testing.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 19www.uptm.edu.mySWC2493 PROGRAMMING FUNDAMENTALSPrerequisite: NoneThis course gives a basic introduction to software construction using an object-oriented approach to solve computing problems. Object‐oriented programming (OOP) is a programming paradigm that uses \"objects\" and their interactions to design applications and computer programs. It is based on several techniques, including inheritance, modularity, polymorphism, and encapsulation. This course will use a block-based programming environment and Integrated Development Environment (IDE) to build the foundation of logical and computational thinking of object-orientedSWC3524S ALGORITHMIC DATA STRUCTURESPrerequisite: SWC2493This course emphasizes on manipulating data by applying the fundamentals of data structures concept such as lists, stacks, queues and trees for primitive and abstract data types. In addition, it exposes basic searching and sorting algorithms, and examples of recursive methods with ideas of how to convert algorithms expressed in recursion into iteration. These knowledge and techniques will help in designing effective and efficient programs using data structures and relevant algorithms when solving practical problems in the future.SWC3623S WEB APPLICATION DEVELOPMENTPrerequisite: SWC2493This course provides the concepts and skills necessary to design and develop webbased application. It covers building a working database application using an appropriate relational database management system such as MySQL and an appropriate server-side scripting language such as Hypertext Preprocessor (PHP) to serve the information needs of an enterprise. The course focuses on the use of highlevel software tools in order to develop responsive web-based application.SWC3553S ARTIFICIAL INTELLIGENCEPrerequisite: NoneThis course discusses the basic concept of intelligence in an intelligent system that involves a system that is capable of reasoning, learning, adapting, processing uncertainty. It also provides a natural overview and scope and explains the philosophical background of classical and biological artificial intelligence. The problems that will be discussed in this course include philosophical issues, knowledge representation and computing. Students are also briefly exposed to the latest research covering the fields of computer vision, natural language processing, machine learning, Data Mining, and Intelligent Agents.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 20www.uptm.edu.mySWC3663S SYSTEM ANALYSIS AND DESIGNPrerequisite: NoneThe course starts with the description of system requirements organization types, i.e how information can be organized at the stage of system analysis. Further system analysis and design are described according to an analysis of system application and construction of the system model based on use case. Diagram modelling is constructed during system analysis and design. Construction of system model diagram is supported by any system modelling tool.SWC3633 WEB API DEVELOPMENTPrerequisite: SWC3623This course is divided into two main parts. The first part focuses on understanding and visualizing business processes using business process modeling and notation (BPMN). The second part focuses on implementing the BPMN constructs in web Application Programming Interfaces (API). Through understanding both the business and development perspectives, this course provides the skills necessary to develop web services or API that obey to Representational State Transfer (REST) constraints which also known as RESTful.SWC4583 MOBILE APPS DEVELOPMENTPrerequisite: SWC2493This course introduces the important concepts and aspects in mobile application development on several platforms such as Android and iOS including user interface design, data storage, multimedia support, multi-threading, debug, test, security and application distributions as well as publishing.UCS3143 MANDARIN FOR COMMUNICATIONPrerequisite: NoneThis course offers essential teachings on the universal Chinese pronunciation system (Hanyu Pinyin), simplified Chinese characters, and basic proficiencies in speaking, listening, writing, and reading. The goal is to enhance communication skills for real-life application. Additionally, participants will engage in genuine daily situations, fostering their capacity to communicate effectively in Mandarin.UCS3153 ARABIC FOR COMMUNICATIONPrerequisite: NoneThis course is designed to provide students with foundational Arabic speaking, listening, reading and writing skills based on Arabic letters (Hijaiyyah) to successfully navigate through a range of social environments. Understanding sentence structures is also
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 21www.uptm.edu.mynecessary for the production of the target language and practice of pronunciation and intonation. It helps to develop language-learning skills and to foster cultural awareness.UCS3163 FRENCH FOR COMMUNICATIONPrerequisite: NoneThis course is designed to provide students with foundational French oral and written skills to successfully navigate through a range of professional workplace environments. Grammatical structures are also necessary for the production of the target language and practice of pronunciation, intonation and stress. It helps to develop languagelearning skills and to foster cultural (Francophone) awareness. UCS3103S DIGITAL ENTREPRENEURSHIPPrerequisite: NoneThis course will expose the students to theoretical knowledge and tools of digital entrepreneurship. In addition, students will also be trained to sell a real product through social media. This course also provides students with the basic knowledge and process of preparing a digital business plan. It also requires students to do research and consult with their respective lecturers in preparing the digital business plan.UCS3133S COMPUTING AND MULTIMEDIA PROJECT FOR COMMUNITY Prerequisite: Nonehis course requires students to recognize a suitable community and identify possible activities that can be carried out with the community in the field of computing and multimedia. The chosen activities are expected to be impactful and beneficial to the community. Students will be guided and trained on how to discover community aspirations and needs related to computing and multimedia perspectives.
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 22www.uptm.edu.mySTUDY PATHBACHELOR OF INFORMATION TECHNOLOGY (HONOURS) IN DATA ANALYTICS(CT207)Doctor of Philosophy in Information Technology and PhD in Related FieldsBachelor of Information Technology (Hons) in Data AnalyticsFoundation / Diploma / STPM / APEL / A-Level related certification recognised by MQAEmployment in Government or Private Sector (business analyst, data analyst, data scientist, data engineer, business consultant, business software application developers, software tester, database developer, system analyst, database administrators, Internet applications developers, productsupport or in IT sales support/ consultant )Master of Science in Fields such as Computer Science / Information System / Business Information TechnologyorMaster of Business Administration
Bachelor of Information Technology (Honours) in Data Analytics Programme Handbook 23www.uptm.edu.myACADEMIC REGULATIONS● All UPTM students are subjected to the academic rules and regulations as outlined in the Academic Regulations of Universiti Poly-Tech Malaysia (UPTM) (First Edition). A copy of this academic rules and regulations can be accessed in the UPTM website at www.uptm.edu.my.● All UPTM students pursuing academic programmes in collaboration with professional, local or foreign partner institutions are also subjected to the rules and regulations of the partner institutions. A copy of this handbook can be accessed in the UPTM website at www.uptm.edu.my