Study programme 2022-2023 | Français | ||
Mathematics of Data Science | |||
Programme component of Master's in Computer Engineering and Management (MONS) (day schedule) à la Faculty of Engineering |
Code | Type | Head of UE | Department’s contact details | Teacher(s) |
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UI-M1-IRIGIG-011-M | Compulsory UE | GILLIS Nicolas | F151 - Mathématique et Recherche opérationnelle |
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Language of instruction | Language of assessment | HT(*) | HTPE(*) | HTPS(*) | HR(*) | HD(*) | Credits | Weighting | Term |
---|---|---|---|---|---|---|---|---|---|
| Anglais, Français, Anglais | 24 | 24 | 0 | 0 | 0 | 4 | 4.00 | 2nd term |
AA Code | Teaching Activity (AA) | HT(*) | HTPE(*) | HTPS(*) | HR(*) | HD(*) | Term | Weighting |
---|---|---|---|---|---|---|---|---|
I-MARO-015 | Models and methods in Data Sciences | 12 | 12 | 0 | 0 | 0 | Q2 | 50.00% |
I-MARO-018 | Optimization & Operational Research | 12 | 12 | 0 | 0 | 0 | Q2 | 50.00% |
Programme component |
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Objectives of Programme's Learning Outcomes
Learning Outcomes of UE
- Model a system using a Markov chain and determine its behavior; Be able to use matrix factorization for unsupervised data analysis; Be able to implement the RSA encryption scheme; - propose a solution to deal with a queuing system. & Waiting systems & contributing to the layout of a workshop;
Planning a project, with or without resource constraints;
Contribute to the planning of production workshops, through the application of exact methods or metaheuristics;
Implement an effective stock management policy;
Implement MRP and KANBAN planning methods;
Mastering the logistics chain of the company (ERP, ...);
Mastering dynamic programming. Plan a workshop layout;
Plan a project, with or without resources constraints;
Optimize a production workshop.
Manage an inventory;
Control a MRP or Kanban policy or a supply chain (ERP);
Manage dynamic programming.
UE Content: description and pedagogical relevance
This UE contains two AA's. One more theoretical about graphs and combinatorial optimization (models, methods, applications) and one where the students have to develop a model with an algorithmic solution for an industrial client (with a user interface). The second computer-aided prodiction planning. We refer to the AA's for more details.
There will be a global note which will be the average of the 2 AA's unless one has a value
Prior Experience
Probability and statistics, optimisation
Type of Teaching Activity/Activities
AA | Type of Teaching Activity/Activities |
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I-MARO-015 |
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I-MARO-018 |
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Mode of delivery
AA | Mode of delivery |
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I-MARO-015 |
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I-MARO-018 |
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Required Learning Resources/Tools
AA | Required Learning Resources/Tools |
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I-MARO-015 | Slides |
I-MARO-018 | Not applicable |
Recommended Learning Resources/Tools
AA | Recommended Learning Resources/Tools |
---|---|
I-MARO-015 | Sans objet |
I-MARO-018 | Not applicable |
Other Recommended Reading
AA | Other Recommended Reading |
---|---|
I-MARO-015 | Not applicable |
I-MARO-018 | Not applicable |
Grade Deferrals of AAs from one year to the next
AA | Grade Deferrals of AAs from one year to the next |
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I-MARO-015 | Authorized |
I-MARO-018 | Authorized |
Term 2 Assessment - type
AA | Type(s) and mode(s) of Q2 assessment |
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I-MARO-015 |
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I-MARO-018 |
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Term 2 Assessment - comments
AA | Term 2 Assessment - comments |
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I-MARO-015 | Not applicable There will be a global note which will be the average of the 2 AA's unless one has a value |
I-MARO-018 | The evaluation methods are likely to be adjusted according to the context imposed by the health measures. These evaluation methods can be composed of personal work (and / or in groups), presentations, written exam, oral exam. For students who have not respected the 80% participation rule, the evaluation will be based on a specific exam to be described by the professor before the exam In all cases (physically or remotely), if several parts are to be completed during the evaluation, an exclusion mark (the final mark is equal to the minimum mark of the different parts) will possibly be introduced (if so, it will be announced before the exam). |
Term 3 Assessment - type
AA | Type(s) and mode(s) of Q3 assessment |
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I-MARO-015 |
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I-MARO-018 |
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Term 3 Assessment - comments
AA | Term 3 Assessment - comments |
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I-MARO-015 | 1 written Examen, 100% within the AA, duration : 3h. There will be a global note which will be the average of the 2 AA's unless one has a value |
I-MARO-018 | The evaluation methods are likely to be adjusted according to the context imposed by the health measures. These evaluation methods can be composed of personal work (and / or in groups), presentations, written exam, oral exam. For students who have not respected the 80% participation rule, the evaluation will be based on a specific exam to be described by the professor before the exam In all cases (physically or remotely), if several parts are to be completed during the evaluation, an exclusion mark (the final mark is equal to the minimum mark of the different parts) will possibly be introduced (if so, it will be announced before the exam). |