Program
Software Engineering and Information Systems (SIIS23)
General Information
Овие студии имаат за цел обезбедување на врвен инженерски кадар за задоволување на се поголемата побарувачка за софтверски инженери, особено програмери. Студентите на оваа студиска програма се здобиваат со знаења кои им обезбедуваат голема професионална флексибилност и широк избор на работни места секаде каде постои потреба од анализа, спецификација, дизајн, проектирање, имплементација и програмирање, проектно управување и одржување на софтвер и информациски системи. Дипломираниот инженер од овој профил својата кариера може да ја гради во софтверската индустријата, во јавниот и услужениот сектор, но, особено во компаниите за развој на софтвер, кај информациските системи што треба да работат во реално време, мобилните и хибридни апликации, софтвери кои работат на интернет и во облак, напредни кориснички интерфејси, решенија поврзани со дизајн и имплементација на софтверски системи и друго.
Degree Awarded Upon Completion of the Study Programme
Дипломиран инженер по информатички науки и компјутерско инженерство, насока софтверско инженерство и информациски системи
Bachelor of Science in Software Engineering and Information Technologies (240 ECTS)
Curriculum
Во наставната програма е предвидено да има 29 задолжителни предмети, и 12 изборни предмети.
Сите изборни предмети се поделени во три групи на тежина (Н1, Н2 и Н3). Тежината е прикажана во кодот на предметите. Предмети што содржат L1 се предмети од група на тежина Н1. Предмети што содржат L2 се предмети од група на тежина Н2. Предмети што во кодот содржат L3, се предмети од група на тежина Н3. Правилата за изборност на предмети според нивото се дефинирани како:
• Број на предмети од Н1- вкупниот број кредити на избрани изборни предмети од групата Н1 не смее да надминува 6 кредити.
• Број на предмети од Н2- вкупниот број кредити на избрани изборни предмети од групата Н2 не смее да надминува 36 кредити.
• Број на предмети од Н3 – нема ограничување во бројот на избрани предмети од групата Н3.
Студентот може да избере и повеќе предмети од групата Н1 и групата Н2 од предвидениот број, но, во тој случај кредитите освоени за овие предмети не влегуваат во вкупниот број на кредити потребни за стекнување на дипломата. Студентот може да добие најмногу 6 ЕКТС кредити од екстракурикуларни активности одобрени од наставно научниот совет на факултетот. Положените предмети и освоените кредити ќе бидат дел од листата на положени предмети во уверението за положени предмети по завршување на факултетот.
| Semester 1 – Compulsory Courses | |
|---|---|
| Code | Course |
| F23L1W005 | Business and Management |
| F23L1W007 | Introduction to Computer Science |
| F23L2W002 | Mathematics 1 |
| F23L1W018 | Professional skills |
| F23L1W004 | Sports and health |
| F23L1W020 | Structured programming |
| Semester 2 – Compulsory Courses | |
|---|---|
| Code | Course |
| F23L1S003 | Computer Architecture and Organization |
| F23L2S001 | Mathematics 2 |
| F23L2S015 | Object-Oriented Analysis and Design |
| F23L1S016 | Object-oriented programming |
| Elective course with a code beginning with F23L1S | |
| Semester 3 – Compulsory Courses | |
|---|---|
| Code | Course |
| F23L2W001 | Algorithms and Data Structures |
| F23L2W014 | Computer Networks and Security |
| F23L3W001 | Mathematics 3 |
| Elective course with a code that begins with F23L2W | |
| Elective course with a code that begins with F23L2W | |
| Semester 4 – Compulsory Courses | |
|---|---|
| Code | Course |
| F23L2S002 | Analysis of software requirements |
| F23L2S030 | Artificial intelligence |
| F23L3S100 | Business Internship |
| F23L2S017 | Operating Systems |
| Elective course with a code that begins with F23L2S | |
| Semester: 5 - Required Courses | |
|---|---|
| Code | Course |
| F23L3W004 | Databases |
| F23L3W008 | Introduction to Data Science |
| F23L3W009 | Software Design and Architecture |
| F23L3W140 | Advanced programming |
| Elective course with a code beginning with F23L2W or F23L3W | |
| Semester: 6 - Required Courses | |
|---|---|
| Code | Course |
| F23L3S010 | Human-computer interaction design |
| F23L3S012 | Integrated systems |
| F23L3S138 | Advanced databases |
| F23L3S019 | Software Quality and Testing |
| Elective course with a code beginning with F23L2S or F23L3S | |
| Semester: 7 - Required Courses | |
|---|---|
| Code | Course |
| F23L3W021 | Team project |
| Elective course with a code that begins with F23L3W | |
| Elective course with a code that begins with F23L3W | |
| Elective course with a code that begins with F23L3W | |
| Elective course with a code that begins with F23L3W | |
| Semester: 8 - Required Courses | |
|---|---|
| Code | Course |
| F23L3S168 | Thesis |
| F23L3S028 | Entrepreneurship |
| F23L3S022 | ICT Project Management |
| Elective course with a code beginning with F23L2S or F23L3S | |
| Elective course with a code that begins with F23L3S | |
| Electives from group F23L1S | |||
|---|---|---|---|
| Code | Course | Recommended Semester | Prerequisites |
| F23L2S066 | F23L1S066 Fundamentals of Cybersecurity | 2 | None |
| F23L1S052 | E-learning | 2 | None |
| F23L1S116 | Computer components | 2 | None |
| F23L1S120 | Creative Problem-Solving Skills | 2 | None |
| F23L1S146 | Web Design Basics | 2 | None |
| Electives from group F23L2S | |||
|---|---|---|---|
| Code | Course | Recommended Semester | Prerequisites |
| F23L1S026 | F23L2S026 Marketing | 4 | A minimum of 36 ECTS credits earned |
| F23L2S061 | Wireless and mobile systems | 4 | A minimum of 36 ECTS credits earned |
| F23L2S082 | Visual programming | 4 | Object-oriented programming |
| F23L2S084 | Introduction to Ecoinformatics | 4 | Introduction to Computer Science |
| F23L2S090 | Introduction to Random Processes | 4 | A minimum of 36 ECTS credits earned |
| F23L2S095 | Digital image processing | 4 | Discrete Mathematics or Discrete Structures 2 or Mathematics 2 or Selected Topics in Mathematics |
| F23L2S097 | Design of Algorithms | 4 | Discrete Mathematics or Discrete Structures 2 or Mathematics 2 or Selected Topics in Mathematics |
| F23L2S099 | E-government | 4 | Business and Management |
| F23L2S042 | Electrical circuits | 4 | A minimum of 36 ECTS credits earned |
| F23L2S110 | Internet technologies | 4 | Object-oriented programming |
| F23L2S051 | Computational Thinking in Education | 4 | Introduction to Computer Science |
| F23L2S114 | Computer graphics | 4 | Object-oriented programming |
| F23L2S119 | Concepts of the Information Society | 4 | Introduction to Computer Science |
| F23L2S124 | Media and Communications | 4 | Introduction to Computer Science |
| F23L2S164 | Information Theory with Digital Communications | 4 | Probability and Statistics or Mathematics 3 or Business and Statistics |
| Electives from group F23L2W | |||
|---|---|---|---|
| Code | Course | Recommended Semester | Prerequisites |
| F23L2W006 | Probability and statistics | 3 | Calculus 1 or Mathematics 1 |
| F23L2W096 | Digitization | 3 | Introduction to Computer Science |
| F23L2W100 | Economics for ICT Engineers | 3 | Business and Management |
| F23L2W104 | Engineering Mathematics | 3 | Calculus 1 or Mathematics 1 |
| F23L2W109 | Client-side Internet programming | 3 | Structured programming |
| F23L2W055 | Multimedia technologies | 3 | Introduction to Computer Science |
| F23L2W147 | Fundamentals of Communication Systems | 3 | Mathematics 1 or Calculus 1 |
| F23L2W067 | Foundations of Information Theory | 3 | Calculus 1 or Mathematics 1 |
| F23L2W165 | Technical Support Management | 3 | A minimum of 18 ECTS credits earned |
| F23L2W167 | User Interface Design Templates | 3 | Structured programming |
| Electives from group F23L3S | |||
|---|---|---|---|
| Code | Course | Recommended Semester | Prerequisites |
| F23L3S163 | Automation of Machine Learning Processes | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S073 | Agent-based systems | 6 | Artificial Intelligence or Mathematics 3 or Probability and Statistics or Business Statistics |
| F23L3S059 | Network Administration | 6 | Computer Networks or Computer Networks and Security |
| F23L3S040 | Embedded microprocessor systems | 6 | Computer Architecture and Organization or Computer Architectures |
| F23L3S153 | Artificial intelligence for games | 6 | Алгоритми и податочни структури или Примена на алгоритми и податочни структури или Вештачка интелигенција |
| F23L3S062 | Virtualization | 6 | Operating Systems |
| F23L3S087 | Introduction to Network Science | 6 | Probability and Statistics or Fundamentals of Information Theory or Mathematics 3 or Business Statistics |
| F23L3S091 | Geographic Information Systems | 6 | 90ЕКТС |
| F23L3S093 | Digital Forensics | 6 | Operating Systems |
| F23L3S094 | Digital libraries | 6 | At least 90 ECTS credits earned |
| F23L3S025 | E-commerce and mobile commerce | 6 | Databases |
| F23L3S113 | Computer animation | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S115 | Computer sound, music, and speech | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S118 | Continuous integration and delivery | 6 | Operating Systems |
| F23L3S122 | Cryptography | 6 | Discrete Structures 2 or Discrete Mathematics or Mathematics 2 or Selected Topics in Mathematics |
| F23L3S036 | Machine learning | 6 | Probability and Statistics or Business Statistics or Mathematics 3 |
| F23L3S125 | Measurement and analysis of traffic | 6 | Веројатност и статистика или Основи на теорија на информации или Бизнис статистика или Математика 3 |
| F23L3S135 | Multimedia systems | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S039 | Foundations of Computer Science Theory | 6 | Discrete Mathematics or Discrete Structures 2 or Mathematics 2 or Selected Topics in Mathematics |
| F23L3S149 | Parallel programming | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S150 | Data mining | 6 | Веројатност и статистика или Математика 3 или Основи на теорија на информации или Бизнис Статистика |
| F23L3S047 | Signal processing | 6 | Mathematics 1 or Calculus 1 |
| F23L3S071 | School-Age Psychology | 6 | None |
| F23L3S057 | Working with Gifted Students | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S155 | Service-Oriented Architectures | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S157 | Data Warehouses and Analytical Processing | 6 | Освоени најмалку 100 ЕКТС |
| F23L3S159 | Software-defined security | 6 | Освоени најмалку 100 ЕКТС |
| F23L3S166 | Distance learning | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S139 | Web3 applications | 8 | Алгоритми и податочни структури или Примена на алгоритни и податочни структури |
| F23L3S069 | Adaptive and Interactive Web Information Systems | 8 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S078 | Biologically inspired computing | 8 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S080 | Web search engines | 8 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3S083 | Virtual reality | 8 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S086 | Introduction to Cognitive Sciences | 8 | At least 120 ECTS credits earned |
| F23L3S063 | Computer Network Design | 8 | Computer Networks or Computer Networks and Security |
| F23L3S101 | Ethical hacking | 8 | Computer Networks or Computer Networks and Security |
| F23L3S102 | ICT for Development | 8 | Business and Management |
| F23L3S107 | Intelligent systems | 8 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3S111 | Infrastructure programming | 8 | Computer Networks or Computer Networks and Security |
| F23L3S070 | Macedonian language | 8 | None |
| F23L3S054 | Methodology of Informatics | 8 | Earned at least 150 credits |
| F23L3S127 | Mobile applications | 8 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S130 | Business Process Modeling and Management | 8 | Object-oriented programming |
| F23L3S131 | Modeling and simulation | 8 | Веројатност и статистика или Основи на теорија на информации или Бизнис статистика или Математика 3 |
| F23L3S132 | Modern trends in robotics | 8 | Operating Systems |
| F23L3S141 | Unstructured databases | 8 | Databases |
| F23L3S144 | Operational research | 8 | Probability and Statistics or Fundamentals of Information Theory or Mathematics 3 or Business Statistics |
| F23L3S106 | Knowledge Discovery with Deep Learning | 8 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3S112 | Programming Languages and Compilers | 8 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S160 | Software-defined networks | 8 | Computer Networks or Computer Networks and Security |
| F23L3S162 | Sharing and Calculating in a Crowd | 8 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| Electives from group F23L3W | |||
|---|---|---|---|
| Code | Course | Recommended Semester | Prerequisites |
| F23L3W060 | System administration | 5 | Computer Networks or Computer Networks and Security |
| F23L3W024 | Web programming | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W081 | Visualization | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W050 | Educational Software Design | 5 | Освоени најмалку 60 ЕКСТ |
| F23L3W043 | Information Security | 5 | Computer Networks or Computer Networks and Security |
| F23L3W044 | Computer electronics | 5 | Digital Circuit Design or Introduction to Computer Science |
| F23L3W053 | Computer Ethics | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W035 | Linear Algebra and Applications | 5 | Discrete Mathematics or Discrete Structures 2 or Mathematics 2 or Selected Topics in Mathematics |
| F23L3W134 | Multimedia networks | 5 | Computer Networks or Computer Networks and Security |
| F23L3W136 | Advanced web design | 5 | Object-oriented programming |
| F23L3W142 | Natural language processing | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W148 | Fundamentals of Robotics | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W037 | Parallel and distributed processing | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W056 | Personalized learning | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W065 | Cyber security | 5 | Computer Networks or Computer Networks and Security |
| F23L3W158 | Modern Computer Architectures | 5 | Computer Architecture and Organization or Computer Architectures |
| F23L3W161 | Graph Theory and Social Networks | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W072 | Autonomous robotics | 7 | Основи на роботика или Алгоритми и податочни структури |
| F23L3W074 | Database administration | 7 | Databases |
| F23L3W075 | IS Analysis and Design | 7 | Databases |
| F23L3W121 | Blockchain and Cryptocurrencies | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W079 | Web-based systems | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W076 | Introduction to Time Series Analysis | 7 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3W085 | Introduction to Bioinformatics | 7 | Artificial Intelligence or Machine Learning or Introduction to Data Science |
| F23L3W088 | Introduction to Smart Cities | 7 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3W089 | Introduction to Pattern Recognition | 7 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3W154 | Introduction to Massive Data Mining | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W092 | Digital Post-Production | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W064 | Distributed systems | 7 | Computer Networks or Computer Networks and Security |
| F23L3W098 | Distributed data storage | 7 | Computer Networks or Computer Networks and Security |
| F23L3W103 | Implementation of free and open-source software systems | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W105 | Innovations in ICT | 7 | Business and Management |
| F23L3W108 | Internet of Things | 7 | Computer Networks or Computer Networks and Security |
| F23L3W162 | Quantum computing | 7 | Computer Architecture and Organization or Computer Architectures |
| F23L3W117 | Computer-aided manufacturing | 7 | Computer Architecture and Organization or Computer Architectures |
| F23L3W123 | Machine vision | 7 | 120 ECTS |
| F23L3W027 | Management Information Systems | 7 | Софтверско инженерство или Анализа на софтверските барања |
| F23L3W126 | Research Methodology in ICT | 7 | Earned at least 150 credits |
| F23L3W128 | Mobile Information Systems | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W129 | Mobile platforms and programming | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W133 | Network and mobile forensics | 7 | Computer Networks or Computer Networks and Security |
| F23L3W137 | Advanced Human-Computer Interaction | 7 | Дизајн на интеракцијата човек-компјутер или Алгоритми и податочни структури или Примена на алгоритми и податочни стуктури |
| F23L3W145 | Optical networks | 7 | Computer Networks or Computer Networks and Security |
| F23L3W068 | Cloud Computing | 7 | Databases |
| F23L3W152 | Video game programming | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W038 | Programming paradigms | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W200 | Sensor systems | 7 | Computer Architecture and Organization or Computer Architectures |
| F23L3W156 | Decision support systems | 7 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3W048 | Embedded Systems Software | 7 | Algorithms and Data Structures or Applied Algorithms and Data Structures |