General Studies 30 ECTS General Studies (30) Course number Name Credits Study year AB-1-001 (0) Arcada 360 5 1 AB-1-002 (2) Introduction to Academic studies 5 1 SP-1-159 (0) Speaking and writing in English 5 1 IA-2-002 (0) Nature of Code 1 - Introduction to Mathematical Programming 5 1 IA-1-001 (0) Statistics and Probability 5 1 SP-1-131 (0) Finnish 5 1 Basic Studies 30 ECTS Web and Visualization (30) Course number Name Credits Study year IA-2-001 (0) Web Development 5 1 IA-2-003 (0) Front-end Programming 5 1 IA-1-002 (0) Nature of Code 2 - Vectors and Forces 5 1 IA-2-004 (0) Back-end Programming 5 1 IA-2-005 (0) Webservices, Databases and CMS 5 1 IA-2-006 (0) Computer Architecture and Operating Systems 5 1 Professional Studies 90 ECTS Analytical Methods and Data Science (30) Course number Name Credits Study year IA-2-008 (0) Information Visualization 5 2 IA-2-011 (0) IT-Law and Ethics 5 2 IA-2-007 (0) Nature of Code 3 - Oscillation and Particle Systems 5 2 IA-2-009 (0) Data Structures and Algorithms 5 2 IA-2-010 (0) Network Protocols and Security 5 2 IA-2-012 (0) Concurrent Programming 5 2 Service Oriented Architectures and System Design (30) Course number Name Credits Study year IA-2-018 (0) Software development process - DevOps 5 3 IA-2-017 (0) Web Services and Cloud Technologhy 5 3 IA-2-015 (0) Data Processing 5 3 IA-2-014 (0) Autonomous Agents 5 3 IA-2-013 (0) Descriptive Analytics - Data/Text Mining 5 3 IA-2-016 (0) Cloud Native Apps 5 3 Machine Learning and Decision Support System Development (30) Course number Name Credits Study year IA-2-021 (0) Analytical System Design 5 3 IA-2-022 (0) Computer vision 5 3 IA-2-020 (0) Predictive Analytics 5 3 IA-2-019 (0) Prescriptive Analytics 5 4 IA-2-023 (0) Decision Support Systems and Verification 5 4 IA-2-024 (0) Machine Learning and Optimisation 5 4 Extension Studies 30 ECTS Business Processes (30) Course number Name Credits Study year AB-1-006 (1) Introduction to Business Administration 5 2 AB-1-007 (1) Introduction to Marketing 5 2 AB-2-054 (0) e-business and distribution 5 2 AB-1-008 (1) Introduction to Logistics 5 2 AB-1-009 (0) Intercultural Business 5 2 AB-1-011 (1) Introduction to Financial Management 5 2 Entrepreneurship (15) Course number Name Credits Study year AS-3-002 (0) Entrepreneurship 1 - Venture Management 5 2 AS-3-001 (0) Entrepreneurship 2 - Venture Creation 5 2 AS-3-003 (0) Entrepreunership 3 - Venture Implementation 5 2 Languages (15) Course number Name Credits Study year (0) Foreign Language part 1/4 5 2 (0) Foreign Language part 2/1 5 2 (0) Foreign Language part 3/2 5 2 (0) Foreign Language part 4/3 5 2 Thesis Work 30 ECTS Thesis Work (30) Course number Name Credits Study year IA-2-025 (0) Project Management 5 3 IA-2-026 (0) Academic Writing 5 3 IA-2-027 (0) Research Methodology and Seminar 5 3 IA-2-028 (1) Thesis Work 5 4 IA-2-028 (2) Thesis Work 10 4 Practical Training 30 ECTS (15) Course number Name Credits Study year