Program
Computer education (IE23)
General Information
Студиите се наменети за создавање на врвен кадар во областа на информатичкото образование, пред се во средните училишта. Ваквиот образовeн кадар е подготвен да ги пренесе најновите информатички технологии на учениците, ќе овозможи повисоко ниво на познавање на информатичките технологии на сите средношколци, а ќе придонесе и да се подобри нивото на знаење на влез на идните студенти на студиите по информатика на универзитетите.
Degree Awarded Upon Completion of the Study Programme
Дипломиран инженер по информатички науки и компјутерско инженерство, насока Информатичка едукација
Bachelor of Science in Information education (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 |
| F23L1W007 | Introduction to Computer Science |
| F23L2W002 | Mathematics 1 |
| F23L2W070 | Pedagogy |
| F23L1W018 | Professional skills |
| F23L1W004 | Sports and health |
| F23L1W020 | Structured programming |
| Semester 2 – Compulsory Courses | |
|---|---|
| Code | Course |
| F23L1S052 | E-learning |
| F23L1S045 | Computer architectures |
| F23L2S001 | Mathematics 2 |
| F23L1S016 | Object-oriented programming |
| F23L1S146 | Web Design Basics |
| Semester 3 – Compulsory Courses | |
|---|---|
| Code | Course |
| F23L2W014 | Computer Networks and Security |
| F23L2W055 | Multimedia technologies |
| F23L2W201 | Application of Algorithms and Data Structures |
| Elective course with a code that begins with F23L2W | |
| Elective course with a code that begins with F23L2W | |
| Semester 4 – Compulsory Courses | |
|---|---|
| Code | Course |
| F23L2S051 | Computational Thinking in Education |
| F23L1S120 | Creative Problem-Solving Skills |
| F23L2S124 | Media and Communications |
| F23L2S017 | Operating Systems |
| Elective course with a code that begins with F23L2S | |
| Semester: 5 - Required Courses | |
|---|---|
| Code | Course |
| F23L3W004 | Databases |
| F23L3W050 | Educational Software Design |
| F23L3W053 | Computer Ethics |
| F23L3W056 | Personalized learning |
| Elective course with a code beginning with F23L2W or F23L3W | |
| Semester: 6 - Required Courses | |
|---|---|
| Code | Course |
| F23L3S071 | School-Age Psychology |
| F23L3S057 | Working with Gifted Students |
| F23L3S166 | Distance learning |
| Elective course with a code beginning with F23L2S or F23L3S | |
| Elective course with a code beginning with F23L2S or F23L3S | |
| Semester: 7 - Required Courses | |
|---|---|
| Code | Course |
| F23L3W058 | Independent 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 |
| F23L3S070 | Macedonian language |
| F23L3S054 | Methodology of Informatics |
| Elective course with a code that begins with 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 |
| F23L1S116 | Computer components | 2 | None |
| Electives from group F23L2S | |||
|---|---|---|---|
| Code | Course | Recommended Semester | Prerequisites |
| F23L2S015 | Object-Oriented Analysis and Design | 2 | None |
| F23L1S026 | F23L2S026 Marketing | 4 | A minimum of 36 ECTS credits earned |
| F23L2S002 | Analysis of software requirements | 4 | Object-oriented analysis and design or Object-oriented programming |
| F23L2S061 | Wireless and mobile systems | 4 | A minimum of 36 ECTS credits earned |
| F23L2S030 | Artificial intelligence | 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 |
| F23L2S114 | Computer graphics | 4 | Object-oriented programming |
| F23L2S119 | Concepts of the Information Society | 4 | Introduction to Computer Science |
| F23L2S029 | Software Engineering | 4 | Object-oriented programming |
| 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 |
| 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 |
| F23L3S100 | Business Internship | 4 | 36 ЕКТС |
| 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 |
| F23L3S010 | Human-computer interaction design | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S025 | E-commerce and mobile commerce | 6 | Databases |
| F23L3S012 | Integrated systems | 6 | Software Requirements Analysis and Design or Software Engineering |
| 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 |
| F23L3S138 | Advanced databases | 6 | At least 90 ECTS credits earned |
| 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 |
| 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 |
| F23L3S019 | Software Quality and Testing | 6 | Software Engineering or Software Design and Architecture |
| 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 |
| 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 |
| F23L3S028 | Entrepreneurship | 8 | At least 120 ECTS credits earned |
| 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 |
| F23L3S022 | ICT Project Management | 8 | Software Engineering or Software Requirements Analysis |
| Electives from group F23L3W | |||
|---|---|---|---|
| Code | Course | Recommended Semester | Prerequisites |
| F23L3W001 | Mathematics 3 | 3 | None |
| 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 |
| F23L3W008 | Introduction to Data Science | 5 | Бизнис статистика или Веројатност и статистика или Основи на теорија на информации или Математика 3 |
| F23L3W009 | Software Design and Architecture | 5 | Object-oriented analysis and design or Object-oriented programming |
| F23L3W043 | Information Security | 5 | Computer Networks or Computer Networks and Security |
| F23L3W044 | Computer electronics | 5 | Digital Circuit Design or Introduction to Computer Science |
| 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 |
| F23L3W140 | Advanced programming | 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 |
| 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 |
| F23L3W033 | Software testing | 7 | None |