Organization of the lessons according to the 2026 Plan
All subjects of the Master's Degree in Data Analysis, Cybersecurity and Cloud Computing are summerized in the following image:

Key
- C: Compulsory
- OP: Optional
- T: Thesis
- B: Basque
- S: Spanish
- E: English
1st Year • 1st Semester
| | Subject | Type | ECTS | Languages |
| PDF | Basics of Machine Learning | C | 3 | S |
| PDF | Machine Learning | C | 3 | S,E |
| PDF | Data Visualization | C | 3 | S |
| PDF | Infrastructure and Network Security | C | 5 | S,E |
| PDF | Platforms and Infrastructures | C | 5 | S |
| PDF | Advanced Software Architectures | C | 5 | S,E |
| PDF | Work experience I | OP | 3 | B,S,E |
| PDF | Work experience II | OP | 3 | B,S,E |
| PDF | Internships for DUAL pathway I | OP | 3 | B,S,E |
| PDF | Internships for DUAL pathway II | OP | 3 | B,S,E |
| PDF | Digital marketing | OP | 3 | B |
| PDF | Advanced project management | OP | 3 | B |
| | Total | | 30 | |
Each student must choose 2 subjects from the elective subjects.
1st Year • 2nd Semester
| | Subject | Type | ECTS | Languages |
| PDF | Data Intelligence | C | 6 | S,E |
| PDF | Advanced Machine Learning | C | 3 | S,E |
| PDF | Offensive Security | C | 3 | S,E |
| PDF | Software Security | C | 6 | S,E |
| PDF | Cibersecurity Management | C | 3 | S |
| PDF | Continuous Integration and Deployment | C | 6 | S |
| PDF | Work experience III | OP | 3 | B,S,E |
| PDF | Work experience IV | OP | 3 | B,S,E |
| PDF | Internships for DUAL pathway III | OP | 3 | B,S,E |
| PDF | Internships for DUAL pathway IV | OP | 3 | B,S,E |
| PDF | Strategic Intellectual Property Management | OP | 3 | S |
| PDF | Sensors and IoT Technologies | OP | 3 | S |
| PDF | Industrial Ecology | OP | 3 | S |
| PDF | People Management | OP | 3 | S |
| | Total | | 30 | |
Each student must choose 2 subjects from the elective subjects.
Research Pathway
2nd Year • 1st Semester
| | Subject | Type | ECTS | Languages |
| PDF | Methodological guidelines for preparing a Doctoral Thesis | OP | 3 | S |
| PDF | Production and writing of scientific texts | OP | 3 | S |
| PDF | Documentary research techniques | OP | 3 | S |
| PDF | Inclusion of gender analysis in research | OP | 3 | S |
| PDF | Design of experiments | OP | 3 | S |
| PDF | Final Degree Project | T | 15 | B,S,E |
| | Total | | 30 | |
Academic Pathway
2nd Year • 1st Semester
| | Subject | Type | ECTS | Languages |
| PDF | Internships in Companies I | OP | 15 | B,S,E |
| PDF | Internships for DUAL pathway V | OP | 15 | B,S,E |
| PDF | Final Degree Project | T | 15 | B,S,E |
| | Total | | 30 | |
PLANES ANTERIORES