 |  |  |  |  |  |  |  |  |  |  |  |  |  |

 |
[
admission conditions
] [
] [
]
 |
Master in Computer Engineering
 |
Th
 |
Pr
 |
Au
 | Credits
 |
 Two-Year Master Program (120 ECTS)
 |
 Access conditions to the Master (http://www.ulg.ac.be/cms/c_46346/master-en-ingenieur-civil-en-informatique)
 |
 First Year
 |
 Compulsory courses
 |
| 
SYST0003-1
 | 
Linear control systems (english language) - Eric Bullinger, Rodolphe Sepulchre
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0009-1
 | 
Introduction to Data Bases - Pierre Wolper
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0085-1
 | 
Compilers - Pierre Geurts
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0063-1
 | 
Object-Oriented Software Engineering - Bernard Boigelot
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0016-1
 | 
Introduction to the theory of computation (english language) - Pierre Wolper
 | 30
 | 30
 | -
 | 5
 |
| 
MATH0462-1
 | 
Discrete optimization - Quentin Louveaux
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0051-1
 | 
Artificial Intelligence Logics - Pascal Gribomont
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0045-2
 | 
Cryptography and Computer Security - Benoît Donnet
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0064-1
 | 
Embedded Systems - Bernard Boigelot
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0031-1
 | 
Computer network architectures and multimedia (english language) - Guy Leduc
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0060-1
 | 
Information and Coding Theory - Louis Wehenkel
 | 30
 | 30
 | -
 | 5
 |
 Optional courses
 |
|  Choose 1 of the three courses, not taken during the BAC programme, amongst :
 |
| 
ELEN0075-1
 |  (not available during 2011-2012) Analog Electronics - Benoît Vanderheyden
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0008-1
 | 
Principles of analog and digital telecommunications systems - Marc Van Droogenbroeck
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0070-1
 | 
Signal Processing - Jacques Verly
 | 30
 | 30
 | -
 | 5
 |
| 
Notice Students who have already followed one or several compulsory course(s) from the Bachelor programme have to replace it (them) by one or several course(s) from the optional courses of this master or from the courses'programme of the Faculty ; this choice must be approved by the cycle's Jury President. Ditto if students have already followed all the optional courses from above.
 | |
 Second year
 |
 Compulsory courses
 |
| 
ATFE0015-1
 | 
Final Work (including an introduction to methodology and research) - Collégialité
 | -
 | -
 | -
 | 25
 |
| [...] | A general course to be chosen from the University's programmes of courses ; this choice must be approved by the cycle's President of the Jury | | | | 5 |
 Choose one of the following focus :
 |
 Research Focus
 |
|  Optional courses
 |
|  Choose courses totalling 30 ECTS out of the following :
 |
|  Computer
 |
| 
INFO0026-3
 | 
Computer Graphics - Eric Béchet
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0027-2
 | 
Programming techniques - Laurent Mathy
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0049-1
 | 
Knowledge Representation - Pascal Gribomont
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0050-1
 | 
Constrained programming - Pascal Gribomont
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0056-1
 | 
Managing and securing computer networks (english language) - Guy Leduc
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0060-1
 | 
Concurrent System Verification and Temporal Logic - Bernard Boigelot, Pascal Gribomont, Pierre Wolper
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0065-1
 | 
Seminar on Intrusion Systems - Marc Dacier
 | 10
 | 50
 | -
 | 5
 |
| 
INFO0939-1
 | 
High performance scientific computing (english language) - Christophe Geuzaine
 | 30
 | 30
 | -
 | 5
 |
| 
INFO2046-1
 | 
Computational Geometry - Eric Béchet
 | 30
 | 30
 | -
 | 5
 |
|  Information processing
 |
| 
ELEN0002-1
 | 
Introduction to Audio and Video Techniques - Jean‑Jacques Embrechts
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0016-1
 | 
Digital Image Processing - Marc Van Droogenbroeck
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0019-1
 | 
Treatment of the audio signals : principles and experiments - Jean‑Jacques Embrechts
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0071-1
 | 
Digital Signal Processing - Jacques Verly
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0072-1
 | 
Statistical Signal Processing - Jacques Verly
 | 30
 | 30
 | -
 | 5
 |
|  Biomedical Engineering
 |
| 
GBIO0008-1
 | 
Medical imaging - Christophe Phillips
 | 30
 | 30
 | -
 | 5
 |
| 
GBIO0009-1
 | 
Bioinformatics (english language) - Kristel Van Steen
 | 30
 | 30
 | -
 | 5
 |
| 
GBIO0010-1
 | 
Bioinstrumentation - Jacques Destiné
 | 30
 | 30
 | -
 | 5
 |
| 
GBIO0011-1
 | 
Biological systems modeling - Pierre Dauby, Rodolphe Sepulchre
 | 30
 | 30
 | -
 | 5
 |
|  Modelling and Applied Mathematics
 |
| 
MATH0462-1
 | 
Discrete optimization - Quentin Louveaux
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0062-1
 | 
Applied Inductive Learning - Pierre Geurts, Louis Wehenkel
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0442-1
 | 
Introduction to statistical training - Pierre Geurts, Louis Wehenkel
 | 30
 | 30
 | -
 | 5
 |
| 
SYST0017-1
 | 
Non linear systems - Rodolphe Sepulchre
 | 30
 | 30
 | -
 | 5
 |
|  Electronics
 |
| 
ELEN0017-1
 | 
Analysis and Design of Telecommunications Systems - Marc Van Droogenbroeck
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0018-1
 | 
Electroacoustics - Jean‑Jacques Embrechts
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0037-1
 | 
Microelectronics. Analysis and CAD of integrated circuits - Jacques Destiné
 | 30
 | 30
 | -
 | 5
 |
| 
ELEN0038-1
 | 
Microsystems - Jacques Destiné
 | 30
 | 30
 | -
 | 5
 |
|  Placement
 |
| 
ASTG0020-1
 | 
Placement - Collégialité
 | -
 | -
 | -
 | 10
 |
| 
Notice Students who have, in their BAC studies, already taken one or more option courses found in this list must not take them again.
 | |
 Professional focus in management
 |
|  Compulsory courses
 |
| 
GEST3001-1
 | 
People management and organisation - Jocelyne Robert
 | 24
 | 24
 | -
 | 4
 |
| 
GEST3002-1
 | 
Human Resources - Jocelyne Robert
 | 24
 | -
 | -
 | 2
 |
| 
GEST3003-1
 | 
Competitive strategy in the marketplace (english language) - Michael Ghilissen
 | 16
 | 16
 | -
 | 3
 |
| 
GEST3004-1
 | 
Marketing (operations and management) (english language) - Michael Ghilissen
 | 16
 | 16
 | -
 | 3
 |
| 
GEST3005-2
 | 
Accountancy and Finance - Jacques Berwart
 | 24
 | 24
 | -
 | 4
 |
| 
GEST3006-1
 | 
Operations and supply chain management I - Yasemin Arda
 | 16
 | 16
 | -
 | 3
 |
| 
GSTG3001-1
 | 
Business plan - Collégialité
 | -
 | 30
 | -
 | 4
 |
| 
GSTG3002-1
 | 
Functional analysis of a company - Collégialité - [30h Internship]
 | -
 | -
 | [+]
 | 4
 |
|  Optional courses
 |
|  Choose one of the following courses :
 |
| 
GEST3010-1
 | 
Operations and supply chain management II - Sabine Limbourg
 | 16
 | 16
 | -
 | 3
 |
| 
GEST3011-2
 | 
ICT for Business - Alain Dubois
 | 16
 | 16
 | -
 | 3
 |
| 
GEST3012-1
 | 
Financial and actuarial modelling - Louis Esch
 | 16
 | 16
 | -
 | 3
 |
 Adjusted programme for student of the Bachelors in Civil Engineering who have not taken the "Computer" option
 |

Students studying for the Bachelors in Civil Engineering who have not chosen the appropriate option :
- must take all the so-called "prerequisite" courses hereafter, if they were not taken during the 1st cycle. These courses must be taken during the 1st year of the masters and some 1st-year compulsory courses must be rolled over to the 2nd year.
- must subsequently reduce the number of courses they choose to take in the 2nd year of the masters. If all the "prerequisite" courses must be taken, it will be impossible for them to choose which courses they take.
- cannot choose the professional "management" focus.
 |

 |
 The adapted programme for these students must first gain be approved by the Jury.
 |
 Compulsory prerequisites
 |
| 
ELEN0040-1
 | 
Digital Electronics - Jacques Destiné
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0010-1
 | 
Introduction to computer networking (english language) - Guy Leduc
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0012-1
 | 
Computation structures (english language) - Pierre Wolper
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0054-1
 | 
Functional programming - Pascal Gribomont
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0062-1
 | 
Object-Oriented Programming - Bernard Boigelot
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0902-1
 | 
Data structures and algorithms - Pierre Geurts
 | 30
 | 30
 | -
 | 5
 |
| 
INFO0030-4
 | 
Programming Projects - Benoît Donnet
 | 10
 | 20
 | -
 | 2
 |
| 
INFO0004-1
 | 
Object-oriented programming project - Laurent Mathy
 | 10
 | 30
 | -
 | 3
 |