Master in Computer Science, Professional focus in Data Science
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Schedule
regular course
- ECTS Credits 120
During the master's degree, you'll learn to master software design and development processes (software engineering, software architectures, software verification and validation) and acquire a solid grounding in machine learning and project management.
In addition to your specialized data science major, you choose two options.
The master's degree is completed by the completion of a data science project and a course relating to responsibilities in data science.
Finally, you conclude your training with a 4-month internship (usually abroad) and the writing and defense of your dissertation.
Specialized training in data science
The data science specialization is offered in masters programs in computer science, mathematical sciences and engineering.
With students from other masters programs, you work in an interdisciplinary dynamic directly linked to the reality of the world of organizations.
You learn to develop the tools needed to extract, store, analyze, visualize and interpret data available in various quantities and forms to become experts in big data, data warehousing, machine learning, data mining, information visualization, graph mining and business intelligence.
You put your knowledge into practice on concrete assignments and a realistic interdisciplinary project. The course draws on the multidisciplinary scientific expertise of the Namur Digital Institute (NADI) and the Namur Center for Complex Systems (naXys).
Experiences in data science education and the need of companies show that such training must be composed of data science skills and job-specific training.
The specialized finality common to all three master's degrees meets these requirements:
- the 30 credits of the finality provide data science skills
- the remaining 90 credits of each master's degree provide the indispensable business-specific knowledge of the computer scientist/management engineer/mathematician.
Options
You choose two options from:
- ambient and mobile computing: study the engineering of mobile applications, in all its aspects: design, security, societal, hardware... Develop applications adapted to new mobile technologies such as smartphones, tablets and sensor networks (internet of things) and intelligent systems;
- fundamental computer science: explore the fundamentals of the computing discipline, such as high-reliability software construction, algorithmic resolution of complex problems, new programming languages;
- informatics and innovation: explore the concept of the business model, develop an entrepreneurial project, an innovative IT product/service, develop creative skills;
- enterprise informatics: design, develop and manage information systems aligned with the needs and values of organizations and users, taking into account business, ethical, legal and sustainable development requirements;
- informatics and security: explore advanced aspects of security and cybersecurity, such as the use of AI in preventing, detecting and responding to security incidents, or analyzing programs to identify vulnerabilities;
- informatics and artificial intelligence: explore recent advances in artificial intelligence, such as machine learning, deep learning, natural language processing and bio-inspired autonomous systems.
A 4-month internship, in Belgium or abroad
A unique professional and cultural experience!
Conducted in a company, university or research center, the internship familiarizes you with the working environment and provides good preparation for the dissertation.
The Faculty of Computer Science encourages international mobility and offers you a wide range of opportunities abroad at renowned foreign universities or companies.
Your objectives
- Learn to steer, design and develop innovative projects with high added value for companies, that drive progress for society.
- Master information and communication technologies: programming, databases, operating systems and networks, distributed systems, web technologies, security, artificial intelligence, etc.
- Become the architect of major IT applications: in the medical field, in banking and finance, in telecommunications, for government, in research and development, for the scientific sector.
- Know and understand the organizational environment in which applications operate, in particular the relationship between IT and the individual, business and society.
- Meet the explosion in demand linked to big data in all sectors faced with increasingly complex data (companies, hospitals, banks, universities, etc.).
The advantages of training at UNamur
- A course organized by a faculty pioneering computer science education in Europe.
- A course of study that fosters autonomy, critical thinking and develops the ability to work collaboratively on IT projects, from analysis to implementation.
- A curriculum that develops "soft skills": the ability to communicate effectively, interact appropriately with partners, manage crisis situations, etc.
- International internships with internationally renowned companies or laboratories (USA, Canada, Northern and Southern Europe, Japan, India, etc.).
Other Masters in Computer Science
UNamur also participates in masters courses in
These programs are co-organized with other higher education institutions.
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Code Name Staff Th.+Ex. Credits/Block 1 2 3 Soft skillsINFOM453 Ambient and mobile computing project Dumas Bruno 30h th. + 15h ex. 5 Soft skillsINFOM451 Design of mobile, reactive and contextual applications Vanhoof Wim Jacquet Jean-Marie 30h th. + 15h ex. 5 INFOM450 Internet of Things Schumacher Laurent Dumas Bruno 30h th. + 15h ex. 5 -
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Code Name Staff Th.+Ex. Credits/Block 1 2 3 INFOM227 Program analysis for cybersecurity DEVROEY Xavier Vanhoof Wim 30h th. + 15h ex. 5 Soft skillsICYBM201 Data analysis for cybersecurity Rochet Florentin 30h th. + 15h ex. 5 INFOM119 An Introduction to Cryptography and Anonymous Communication Rochet Florentin 30h th. + 30h ex. 5 -
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Code Name Staff Th.+Ex. Credits/Block 1 2 3 INFOM233 Natural language processing Beuls Katrien 30h th. + 15h ex. 5 INFOM232 Deep learning et advanced machine learning Frénay Benoît 30h th. + 15h ex. 5 INFOM231 Autonomous bio-inspired systems TUCI ELIO 30h th. + 15h ex. 5 -
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Code Name Staff Th.+Ex. Credits/Block 1 2 3 INFOM421 Digital Srategy Alexandre Simon 30h th. + 15h ex. 5 INFOM220 Design, development and marketing of digital products Thiran Philippe 30h th. 5 ELMAM410 New Product Development and Launch Hammedi Wafa Hamdan Qusay 30h th. 5 Soft skillsEMSGM223 Organizations and change management Ajzen Michel 20h th. 5 -
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Code Name Staff Th.+Ex. Credits/Block 1 2 3 INFOM222 Processus stochastiques Remiche Marie-Ange 30h th. + 15h ex. 5 Soft skillsINFOM441 Semantic approaches Jacquet Jean-Marie 30h th. + 15h ex. 5 Soft skillsINFOM471 Model checking Schobbens Pierre 30h th. + 15h ex. 5
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Code Name Staff Th.+Ex. Credits/Block 1 2 3 Soft skillsINFOM114 Software Engineering Vanderose Benoît 60h th. + 60h ex. 10 INFOM121 Digital ethics Ferry-Danini Juliette 40h th. 5 IDASM102 Machine learning and data mining Frénay Benoît 30h th. + 15h ex. 5 INFOM124 Software verification and validation DEVROEY Xavier Vanderose Benoît 30h th. + 15h ex. 5 Soft skillsINFOM217 Master thesis and internship 25 INFOM112 Software Architecture Engineering: technologies and methods Englebert Vincent 30h th. + 30h ex. 5 INFOM113 Computability and complexity Vanhoof Wim Degrave François 30h th. 5 -
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Code Name Staff Th.+Ex. Credits/Block 1 2 3 SDASM101 Graph mining SALNIKOV Vsevolod Daquin Jérôme 20h th. + 20h ex. 5 EDASM101 Business intelligence DEMAERSCHALK Amaury Linden Isabelle Linden Isabelle 45h th. + 15h ex. 5 Soft skillsIDASM101 Big data: engineering and processing Cleve Anthony Cleve Anthony 30h th. + 15h ex. 5 Soft skillsIDASM103 Visualisation of information Dumas Bruno Dumas Bruno 30h th. + 15h ex. 5 IDASM104 Data Analytics Project Beuls Katrien SIMONOFSKI Anthony 30h th. + 15h ex. 5 IDASM211 Data science news Beuls Katrien 30h th. + 15h ex. 5
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Code Name Staff Credits Hours/Quarter 1 2 Soft skillsINFOM114 Software Engineering Vanderose Benoît 10 20h th. + 10h ex. 40h th. + 50h ex. INFOM121 Digital ethics Ferry-Danini Juliette 5 40h th. IDASM102 Machine learning and data mining Frénay Benoît 5 30h th. + 15h ex. INFOM124 Software verification and validation DEVROEY Xavier Vanderose Benoît 5 30h th. + 15h ex. INFOM112 Software Architecture Engineering: technologies and methods Englebert Vincent 5 30h th. + 30h ex. INFOM113 Computability and complexity Vanhoof Wim Degrave François 5 30h th. -
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Code Name Staff Credits Hours/Quarter 1 2 SDASM101 Graph mining SALNIKOV Vsevolod Daquin Jérôme 5 20h th. + 20h ex. EDASM101 Business intelligence DEMAERSCHALK Amaury Linden Isabelle Linden Isabelle 5 45h th. + 15h ex. Soft skillsIDASM101 Big data: engineering and processing Cleve Anthony Cleve Anthony 5 30h th. + 15h ex. Soft skillsIDASM103 Visualisation of information Dumas Bruno Dumas Bruno 5 30h th. + 15h ex. IDASM104 Data Analytics Project Beuls Katrien SIMONOFSKI Anthony 5 30h th. + 15h ex.
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<unknown>
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<unknown>
Code Name Staff Credits Hours/Quarter 1 2 Soft skillsINFOM453 Ambient and mobile computing project Dumas Bruno 5 30h th. + 15h ex. Soft skillsINFOM451 Design of mobile, reactive and contextual applications Vanhoof Wim Jacquet Jean-Marie 5 30h th. + 15h ex. INFOM450 Internet of Things Schumacher Laurent Dumas Bruno 5 30h th. + 15h ex. -
<unknown>
Code Name Staff Credits Hours/Quarter 1 2 INFOM227 Program analysis for cybersecurity DEVROEY Xavier Vanhoof Wim 5 30h th. + 15h ex. Soft skillsICYBM201 Data analysis for cybersecurity Rochet Florentin 5 30h th. + 15h ex. INFOM119 An Introduction to Cryptography and Anonymous Communication Rochet Florentin 5 30h th. + 30h ex. -
<unknown>
Code Name Staff Credits Hours/Quarter 1 2 INFOM233 Natural language processing Beuls Katrien 5 30h th. + 15h ex. INFOM232 Deep learning et advanced machine learning Frénay Benoît 5 30h th. + 15h ex. INFOM231 Autonomous bio-inspired systems TUCI ELIO 5 30h th. + 15h ex. -
<unknown>
Code Name Staff Credits Hours/Quarter 1 2 INFOM421 Digital Srategy Alexandre Simon 5 30h th. + 15h ex. INFOM220 Design, development and marketing of digital products Thiran Philippe 5 30h th. ELMAM410 New Product Development and Launch Hammedi Wafa Hamdan Qusay 5 30h th. Soft skillsEMSGM223 Organizations and change management Ajzen Michel 5 20h th. -
<unknown>
Code Name Staff Credits Hours/Quarter 1 2 INFOM222 Processus stochastiques Remiche Marie-Ange 5 30h th. + 15h ex. Soft skillsINFOM441 Semantic approaches Jacquet Jean-Marie 5 30h th. + 15h ex. Soft skillsINFOM471 Model checking Schobbens Pierre 5 30h th. + 15h ex.
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<unknown>
Code Name Staff Credits Hours/Quarter 1 2 Soft skillsINFOM217 Master thesis and internship 25 -
<unknown>
Code Name Staff Credits Hours/Quarter 1 2 IDASM211 Data science news Beuls Katrien 5 30h th. + 15h ex.
Les métiers des informaticiens
IT professions
Sharing a story, answering a survey, regulating the temperature in your home, monitoring a patient's vital parameters, getting an airplane off the ground, managing traffic lights, wrapping up a newspaper... almost everything today involves IT! Increasingly systematic digitization goes hand in hand with a constant demand for several thousand university-level computer scientists on the job market.
A degree recognized beyond our borders
As computer scientists, you can choose to work in Belgium, possibly on temporary assignments abroad, or embrace an international career.
A high-quality, varied and creative profession
According to a Randstad study that takes into account various criteria such as salary, work-life balance, working environment, job diversity and intellectual challenge, the IT profession is the 7th most attractive profession in Belgium. It is also ranked as the 5th best-paid profession upon graduation.
Rich and diverse career prospects
Thanks to a multidisciplinary university education that teaches you to rapidly assimilate new knowledge, your career path can be punctuated by multiple reorientations to best follow your personal evolution, desires and ambitions.
At first, I was tempted by all kinds of careers: fighter pilot, engineer, architect, truck driver, fireman... By chance, I ended up studying computer science at the University of Namur. Today, I can say that I have touched (and still touch) many trades. I'm sure I've been able to fit in like a chameleon wherever I've gone, thanks to the way the subjects were taught to me: favoring a well-shaped head over a full one. Frankly, in a career spanning more than 20 years, I'm still discovering new things every day, and I really enjoy it.
Pierre, Deputy IT Director - Cliniques Universitaires UCL Saint-Luc
Choose your best profile...
- Company IT specialists: employed within a company, you carry out various internal projects and thus participate fully in its smooth running.
- Freelancers: you're your own boss and manage your own customers. This status gives you greater freedom and flexibility.
- Consultants: employed by a consulting firm or self-employed, you carry out assignments (from 1 month to 2 years) in different companies to bring your expertise to projects.
Whatever your profile, you'll be working on a variety of projects, in contact with numerous collaborators, in a stimulating, constantly evolving technological environment.
Grow your career, one of those offering the most professional flexibility. It allows you to easily change not only your profile, but also your job.
- Analyst-developer
- Business analyst
- Software engineer
- Quality engineer Security expert Data scientist
- ICT architect(Information and Communication Technology)
- Project manager
- University researcher
Whatever your starting position, after a few years, you'll move on to project management and management positions, where you'll be involved in the company's strategic decisions. But this isn't a golden rule, as many original alumni careers testify.
IT is the backbone of organizations today. All too often, computer science is wrongly summed up as a purely technological discipline. Namur's Faculty of Informatics has always preferred to give its students a much broader vision, with an emphasis on human beings, organizations, business economics and communication. A winning combination for our students! All these tools are extremely useful in my job. I'm convinced that tomorrow, more than ever, our society will need IT professionals like these
Yves, Senior Standards Architect - SWIFT
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