Program
Application of Information Technologies (PIT23_3)
General Information
Додипломските студии по Примена на информациски технологии имаат за цел обезбедување на врвен информатички кадар за задоволување на се поголемата побарувачка за информатички инженери кои покрај техничките знаења имаат и бизнис знаења и претприемачки дух. Овие студии ќе создаваат кадар кој ќе има знаење за алатките и принципите на раководење со проекти со значајно учество на информатичката технологија од една страна, но и примена на современи информатички алатки во процесот на управување со проекти или претпријатија од друга страна. Дипломците од овие студии кои ќе бидат способни да дадат поддршка на системите што во својата работа на апликативно ниво користат иновативни технологии.
Degree Awarded Upon Completion of the Study Programme
Дипломиран инженер по информатички технологии и компјутерско инженерство, насока Примена на информациски технологии
Bachelor of Science in Software Engineering and Information Technologies (180 ECTS)
Curriculum
Во наставната програма е предвидено да има 22 задолжителни предмети, и 9 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 |
| F23L2W003 | Selected topics from mathematics |
| F23L1W018 | Professional skills |
| F23L1W004 | Sports and health |
| F23L1W020 | Structured programming |
| Semester 2 – Compulsory Courses | |
|---|---|
| Code | Course |
| F23L1S003 | Computer Architecture and Organization |
| F23L1S023 | Business Statistics |
| F23L1S016 | Object-oriented programming |
| F23L1S146 | Web Design Basics |
| Elective course with a code beginning with F23L1S | |
| Semester 3 – Compulsory Courses | |
|---|---|
| Code | Course |
| F23L2W100 | Economics for ICT Engineers |
| F23L2W014 | Computer Networks and Security |
| 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 |
| F23L1S026 | F23L2S026 Marketing |
| F23L3S100 | Business Internship |
| F23L2S017 | Operating Systems |
| F23L2S029 | Software Engineering |
| Elective course with a code that begins with F23L2S | |
| Semester: 5 - Required Courses | |
|---|---|
| Code | Course |
| F23L3W004 | Databases |
| F23L3W024 | Web programming |
| F23L3W008 | Introduction to Data Science |
| Elective course with a code that begins with F23L3W | |
| Elective course with a code that begins with F23L3W | |
| Semester: 6 - Required Courses | |
|---|---|
| Code | Course |
| F23L3S010 | Human-computer interaction design |
| F23L3S168 | Thesis |
| Elective course with a code that begins with F23L3S | |
| Elective course with a code that begins with F23L3S | |
| Elective course with a code that begins with F23L3S | |
| Semester: 7 - Required Courses | |
|---|---|
| Code | Course |
| Semester: 8 - Required Courses | |
|---|---|
| Code | Course |
| 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 |
| Electives from group F23L2S | |||
|---|---|---|---|
| Code | Course | Recommended Semester | Prerequisites |
| F23L2S015 | Object-Oriented Analysis and Design | 2 | None |
| 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 |
| 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 |
| 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 |
| F23L3S139 | Web3 applications | 6 | Алгоритми и податочни структури или Примена на алгоритни и податочни структури |
| 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 |
| F23L3S069 | Adaptive and Interactive Web Information Systems | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S059 | Network Administration | 6 | Computer Networks or Computer Networks and Security |
| F23L3S078 | Biologically inspired computing | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S040 | Embedded microprocessor systems | 6 | Computer Architecture and Organization or Computer Architectures |
| F23L3S080 | Web search engines | 6 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| 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 |
| F23L3S083 | Virtual reality | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S086 | Introduction to Cognitive Sciences | 6 | At least 120 ECTS credits earned |
| 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 |
| F23L3S063 | Computer Network Design | 6 | Computer Networks or Computer Networks and Security |
| F23L3S025 | E-commerce and mobile commerce | 6 | Databases |
| F23L3S101 | Ethical hacking | 6 | Computer Networks or Computer Networks and Security |
| F23L3S102 | ICT for Development | 6 | Business and Management |
| F23L3S012 | Integrated systems | 6 | Software Requirements Analysis and Design or Software Engineering |
| F23L3S107 | Intelligent systems | 6 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3S111 | Infrastructure programming | 6 | Computer Networks or Computer Networks and Security |
| 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 |
| F23L3S070 | Macedonian language | 6 | None |
| 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 |
| F23L3S054 | Methodology of Informatics | 6 | Earned at least 150 credits |
| F23L3S127 | Mobile applications | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S130 | Business Process Modeling and Management | 6 | Object-oriented programming |
| F23L3S131 | Modeling and simulation | 6 | Веројатност и статистика или Основи на теорија на информации или Бизнис статистика или Математика 3 |
| F23L3S132 | Modern trends in robotics | 6 | Operating Systems |
| F23L3S135 | Multimedia systems | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3S138 | Advanced databases | 6 | At least 90 ECTS credits earned |
| F23L3S141 | Unstructured databases | 6 | Databases |
| F23L3S144 | Operational research | 6 | Probability and Statistics or Fundamentals of Information Theory or Mathematics 3 or Business Statistics |
| F23L3S039 | Foundations of Computer Science Theory | 6 | Discrete Mathematics or Discrete Structures 2 or Mathematics 2 or Selected Topics in Mathematics |
| F23L3S106 | Knowledge Discovery with Deep Learning | 6 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| 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 |
| F23L3S028 | Entrepreneurship | 6 | At least 120 ECTS credits earned |
| F23L3S112 | Programming Languages and Compilers | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| 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 |
| F23L3S160 | Software-defined networks | 6 | Computer Networks or Computer Networks and Security |
| F23L3S162 | Sharing and Calculating in a Crowd | 6 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3S022 | ICT Project Management | 6 | Software Engineering or Software Requirements Analysis |
| F23L3S166 | Distance learning | 6 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| Electives from group F23L3W | |||
|---|---|---|---|
| Code | Course | Recommended Semester | Prerequisites |
| F23L3W001 | Mathematics 3 | 3 | None |
| F23L3W072 | Autonomous robotics | 5 | Основи на роботика или Алгоритми и податочни структури |
| F23L3W074 | Database administration | 5 | Databases |
| F23L3W060 | System administration | 5 | Computer Networks or Computer Networks and Security |
| F23L3W075 | IS Analysis and Design | 5 | Databases |
| F23L3W121 | Blockchain and Cryptocurrencies | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W079 | Web-based systems | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W081 | Visualization | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W076 | Introduction to Time Series Analysis | 5 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3W085 | Introduction to Bioinformatics | 5 | Artificial Intelligence or Machine Learning or Introduction to Data Science |
| F23L3W088 | Introduction to Smart Cities | 5 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3W089 | Introduction to Pattern Recognition | 5 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3W154 | Introduction to Massive Data Mining | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W092 | Digital Post-Production | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W009 | Software Design and Architecture | 5 | Object-oriented analysis and design or Object-oriented programming |
| F23L3W050 | Educational Software Design | 5 | Освоени најмалку 60 ЕКСТ |
| F23L3W064 | Distributed systems | 5 | Computer Networks or Computer Networks and Security |
| F23L3W098 | Distributed data storage | 5 | Computer Networks or Computer Networks and Security |
| F23L3W103 | Implementation of free and open-source software systems | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W105 | Innovations in ICT | 5 | Business and Management |
| F23L3W108 | Internet of Things | 5 | Computer Networks or Computer Networks and Security |
| F23L3W043 | Information Security | 5 | Computer Networks or Computer Networks and Security |
| F23L3W162 | Quantum computing | 5 | Computer Architecture and Organization or Computer Architectures |
| 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 |
| F23L3W117 | Computer-aided manufacturing | 5 | Computer Architecture and Organization or Computer Architectures |
| F23L3W035 | Linear Algebra and Applications | 5 | Discrete Mathematics or Discrete Structures 2 or Mathematics 2 or Selected Topics in Mathematics |
| F23L3W123 | Machine vision | 5 | 120 ECTS |
| F23L3W027 | Management Information Systems | 5 | Софтверско инженерство или Анализа на софтверските барања |
| F23L3W126 | Research Methodology in ICT | 5 | Earned at least 150 credits |
| F23L3W128 | Mobile Information Systems | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W129 | Mobile platforms and programming | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W133 | Network and mobile forensics | 5 | Computer Networks or Computer Networks and Security |
| F23L3W134 | Multimedia networks | 5 | Computer Networks or Computer Networks and Security |
| F23L3W136 | Advanced web design | 5 | Object-oriented programming |
| F23L3W137 | Advanced Human-Computer Interaction | 5 | Дизајн на интеракцијата човек-компјутер или Алгоритми и податочни структури или Примена на алгоритми и податочни стуктури |
| F23L3W140 | Advanced programming | 5 | Object-oriented programming |
| F23L3W142 | Natural language processing | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W145 | Optical networks | 5 | Computer Networks or Computer Networks and Security |
| 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 |
| F23L3W068 | Cloud Computing | 5 | Databases |
| F23L3W152 | Video game programming | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W038 | Programming paradigms | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W065 | Cyber security | 5 | Computer Networks or Computer Networks and Security |
| F23L3W200 | Sensor systems | 5 | Computer Architecture and Organization or Computer Architectures |
| F23L3W156 | Decision support systems | 5 | Artificial Intelligence or Introduction to Data Science or Machine Learning |
| F23L3W158 | Modern Computer Architectures | 5 | Computer Architecture and Organization or Computer Architectures |
| F23L3W048 | Embedded Systems Software | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W161 | Graph Theory and Social Networks | 5 | Algorithms and Data Structures or Applied Algorithms and Data Structures |
| F23L3W033 | Software testing | 5 | None |
| F23L3W021 | Team project | 5 | освоени минимум 150 ЕКТС кредити |
