Hide AAs |

Bloc 1 | Hours (*) | Term | Credits | Weight. |

| HT(*) | HTPE(*) | HTPS(*) | HD(*) | HR(*) | Total | |

| common structure to all the purposes of the Master in Mathematical Sciences (Block 1) | | | | | | | | 60 | |

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| | Mathematics Courses - Main List | | | | | | | | 24 | |

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| | | US-M1-SCMATH-001-M Mathematical Analysis Project (List A) | 30 | 0 | 90 | 0 | 0 | 120 | Y | 12 | 12 |

| | | | S-MATH-044 Mathematical Analysis Project | | | | | | | | | |

| | | US-M1-SCMATH-002-M Project - Digital Analysis of Differential Equations (List A) | 30 | 0 | 90 | 0 | 0 | 120 | Q1,Y | 12 | 12 |

| | | | S-MATH-045 Numerical Analysis: Differential Equations | | | | | | | | | |

| | | | S-MATH-845 Numerical Analysis: Project | | | | | | | | | |

| | | US-M1-SCMATH-004-M Project - Teaching Mathematics and Related Disciplines | 0 | 0 | 120 | 0 | 0 | 120 | Y | 12 | 12 |

| | | | S-MATH-106 Project - Teaching Mathematics and Related Disciplines | | | | | | | | | |

| | | US-M1-SCMATH-003-M Algebraic Geometry Project (List A) | 30 | 0 | 90 | 0 | 0 | 120 | Y | 12 | 12 |

| | | | S-MATH-046 Algebraic Geometry Project | | | | | | | | | |

| | | US-M1-SCMATH-005-M Effective Mathematics Project (List A) | 30 | 0 | 90 | 0 | 0 | 120 | Y | 12 | 12 |

| | | | S-MATH-048 Effective Mathematics Project | | | | | | | | | |

| | | US-M1-SCMATH-006-M Mathematical Logic Project II (List A) | 30 | 0 | 90 | 0 | 0 | 120 | Y | 12 | 12 |

| | | | S-MATH-047 Mathematical Logic Project II | | | | | | | | | |

| | | US-M1-SCMATH-007-M Probability and Statistics Project III (List A) | 30 | 0 | 90 | 0 | 0 | 120 | Y | 12 | 12 |

| | | | S-MATH-049 Probability and Statistics Project III | | | | | | | | | |

| | | US-M1-SCMATH-008-M Model Theory II Project (List A) | 15 | 0 | 45 | 0 | 0 | 60 | Y | 6 | 6 |

| | | | S-MATH-050 Model Theory II Project | | | | | | | | | |

| | | US-M1-SCMATH-048-M Project in formal methods for system design (List A) | 40 | 15 | 65 | 0 | 0 | 120 | Q1,Q2 | 12 | 12 |

| | | | S-MATH-043 Formal methods: Introduction | | | | | | | | | |

| | | | S-MATH-051 Formal methods: foundations | | | | | | | | | |

| | | | S-MATH-056 Formal Methods: Applications | | | | | | | | | |

| | | US-M1-SCMATH-100-M Introduction to category theory (LIst A) | 20 | 10 | 0 | 0 | 0 | 30 | Q2 | 3 | 3 |

| | | | S-MATH-251 Introduction to category theory | | | | | | | | | |

| | | US-M1-SCMATH-102-M Applied mathematics elements | 15 | 0 | 45 | 0 | 0 | 60 | Y | 6 | 6 |

| | | | S-MATH-061 Applied mathematics elements | | | | | | | | | |

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| | Integrated Project | | | | | | | | | |

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| | | US-M1-SCMATH-014-M Integrated Project 3 | 0 | 0 | 0 | 0 | 0 | 0 | Y | 3 | 3 |

| | | | S-MATH-028 Integrated project | | | | | | | | | |

| | | US-M1-SCMATH-037-M Integrated Project I 6 ects | 0 | 0 | 0 | 0 | 0 | 0 | Y | 6 | 6 |

| | | | S-MATH-028 Integrated project | | | | | | | | | |

| | | US-M1-SCMATH-049-M Integrated Project II 6 ects | 0 | 0 | 0 | 0 | 0 | 0 | Y | 6 | 6 |

| | | | S-MATH-028 Integrated project | | | | | | | | | |

| | | US-M1-SCMATH-050-M Integrated Project III 6 ects | 0 | 0 | 0 | 0 | 0 | 0 | Y | 6 | 6 |

| | | | S-MATH-028 Integrated project | | | | | | | | | |

| | | US-M1-SCMATH-051-M Integrated Project I 9 ects | 0 | 0 | 0 | 0 | 0 | 0 | Y | 9 | 9 |

| | | | S-MATH-028 Integrated project | | | | | | | | | |

| | | US-M1-SCMATH-052-M Integrated Project II 9 ects | 0 | 0 | 0 | 0 | 0 | 0 | Y | 9 | 9 |

| | | | S-MATH-028 Integrated project | | | | | | | | | |

| | | US-M1-SCMATH-053-M Integrated Project à 12 ects | 0 | 0 | 0 | 0 | 0 | 0 | Y | 12 | 12 |

| | | | S-MATH-028 Integrated project | | | | | | | | | |

| | | US-M1-SCMATH-009-M Integrated Project 18 ects | 0 | 0 | 0 | 0 | 0 | 0 | Y | 18 | 18 |

| | | | S-MATH-028 Integrated project | | | | | | | | | |

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| | Transitional module | | | | | | | | | |

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| | | US-M1-SCMATH-030-M Introduction to the use of databases | 3 | 6 | 3 | 0 | 0 | 12 | Q1,Y | 3 | 3 |

| | | | S-MATH-899 LaTeX Training | | | | | | | | | |

| | | | S-MATH-066 Introduction to the Use of Mathematical Databases | | | | | | | | | |

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| | Optional Course | | | | | | | | 18 | |

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| | | Computer Science | | | | | | | | | |

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| | | | US-M1-SCMATH-010-M Software Evolution | 30 | 15 | 15 | 0 | 0 | 60 | Q2 | 6 | 6 |

| | | | | S-INFO-029 Software Evolution | | | | | | | | | |

| | | | US-M1-SCMATH-011-M Graphs and artificial intelligence | 20 | 10 | 0 | 0 | 0 | 30 | Q1 | 6 | 6 |

| | | | | S-INFO-021 Artificial Intelligence and graphs | | | | | | | | | |

| | | | US-M1-SCMATH-012-M Algorithms and Bioinformatics | 15 | 0 | 30 | 0 | 0 | 45 | Q1 | 6 | 6 |

| | | | | S-INFO-022 Algorithms and Bioinformatics | | | | | | | | | |

| | | | US-M1-SCMATH-013-M Computability and Complexity (List A) | 30 | 30 | 0 | 0 | 0 | 60 | Q1 | 6 | 6 |

| | | | | S-INFO-023 Computability and Complexity | | | | | | | | | |

| | | | US-M1-SCMATH-015-M Networks II | 30 | 30 | 0 | 0 | 0 | 60 | Q1 | 6 | 6 |

| | | | | S-INFO-028 Networks II | | | | | | | | | |

| | | | US-M1-SCMATH-017-M Multi-Criteria Decision Making | 18 | 6 | 0 | 0 | 0 | 24 | Q2 | 4 | 4 |

| | | | | I-MANA-013 Multiple Criteria Decision Analysis | | | | | | | | | |

| | | | US-M1-SCMATH-018-M Production Engineering and CAPE | 12 | 12 | 0 | 0 | 0 | 24 | Q2 | 3 | 3 |

| | | | | I-MARO-010 Applied Production Management | | | | | | | | | |

| | | | US-M1-SCMATH-019-M Graphs and Combinatorial Optimisation | 36 | 12 | 0 | 0 | 0 | 48 | Q1 | 4 | 4 |

| | | | | I-MARO-011 Graph Theory and Combinatorial Optimization | | | | | | | | | |

| | | | US-M1-SCMATH-020-M Stochastic Models for Operational Research | 18 | 6 | 0 | 0 | 0 | 24 | Q2 | 6 | 6 |

| | | | | I-MARO-015 Stochastic Models of Operations Research | | | | | | | | | |

| | | | US-M1-SCMATH-021-M Operational Research Modelling Workshop | 12 | 48 | 0 | 0 | 0 | 60 | Q1 | 6 | 6 |

| | | | | I-MARO-017 Modeling Workshop in Operational Research | | | | | | | | | |

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| | | Finance | | | | | | | | | |

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| | | | US-M1-SCMATH-029-M Stochastic Modelling (List A) | 30 | 0 | 30 | 0 | 0 | 60 | Q2 | 9 | 9 |

| | | | | S-MATH-040 Stochastic Modelling | | | | | | | | | |

| | | | US-M1-SCMATH-031-M Econometrics | 20 | 10 | 0 | 0 | 0 | 30 | Q1 | 6 | 6 |

| | | | | W-AETR-048 Econometrics - AAEP | | | | | | | | | |

| | | | | W-AETR-049 Econometrics - AAEHP | | | | | | | | | |

| | | | US-M1-SCMATH-032-M Entrepreneurship project | 30 | 45 | 0 | 0 | 0 | 75 | Q1,Q2 | 9 | 9 |

| | | | | W-COGE-035 Entrepreneurship | | | | | | | | | |

| | | | | W-COGE-036 Entrepreneurship, business | | | | | | | | | |

| | | | US-M1-SCMATH-034-M Financial Markets and Portfolio Management | 20 | 10 | 0 | 0 | 0 | 30 | Q1 | 4 | 4 |

| | | | | W-FINA-026 Financial Markets and Portfolio Management | | | | | | | | | |

| | | | US-M1-SCMATH-035-M Company Finance | 15 | 0 | 0 | 0 | 0 | 15 | Q1 | 2 | 2 |

| | | | | W-FINA-002 Corporate Finance | | | | | | | | | |

| | | | US-M1-SCMATH-036-M Financial management | 20 | 10 | 0 | 0 | 0 | 30 | Q1 | 3 | 3 |

| | | | | W-FINA-004 Financial Management | | | | | | | | | |

| | | | US-M1-SCMATH-038-M Advanced Microeconomics | 20 | 10 | 0 | 0 | 0 | 30 | Q1 | 3 | 3 |

| | | | | W-ANMI-004 Advanced Microeconomics - AAEP | | | | | | | | | |

| | | | | W-ANMI-008 Advanced Microeconomics - AAEHP | | | | | | | | | |

| | | | US-M1-SCMATH-039-M Modeling and production management | 30 | 0 | 0 | 0 | 0 | 30 | Q2 | 4 | 4 |

| | | | | W-EGEP-009 Production Management and Modelling - AAEP | | | | | | | | | |

| | | | | W-EGEP-012 Production Management and Modelling - AAEHP | | | | | | | | | |

| | | | US-M1-SCMATH-040-M Seminar: Portfolio Management | 0 | 25 | 0 | 0 | 0 | 25 | Q1 | 3 | 3 |

| | | | | W-FINA-029 Portfolio management seminar | | | | | | | | | |

| | | | US-M1-SCMATH-041-M Seminar: Management of Financial Risk | 0 | 25 | 0 | 0 | 0 | 25 | Q1 | 3 | 3 |

| | | | | W-FINA-028 Seminar in financial risk management | | | | | | | | | |

| | | | US-M1-SCMATH-042-M Statistical Data Analysis | 18 | 18 | 0 | 0 | 0 | 36 | Q1 | 4 | 4 |

| | | | | I-MARO-014 Data Mining | | | | | | | | | |

| | | | US-M1-SCMATH-043-M Demand Forecasting Methods | 12 | 12 | 0 | 0 | 0 | 24 | Q1 | 3 | 3 |

| | | | | I-MARO-016 Streaming Data Analysis | | | | | | | | | |

| | | | US-M1-SCMATH-046-M Statistical methods (LIst A) | 30 | 0 | 30 | 0 | 0 | 60 | Y | 9 | 9 |

| | | | | S-MATH-105 Statistical methods | | | | | | | | | |

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| | | Optimisation and Management | | | | | | | | | |

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| | | | US-M1-SCMATH-022-M Multi-Criteria Decision Making | 18 | 6 | 0 | 0 | 0 | 24 | Q2 | 4 | 4 |

| | | | | I-MANA-013 Multiple Criteria Decision Analysis | | | | | | | | | |

| | | | US-M1-SCMATH-023-M Production Engineering and CAPE | 12 | 12 | 0 | 0 | 0 | 24 | Q2 | 3 | 3 |

| | | | | I-MARO-010 Applied Production Management | | | | | | | | | |

| | | | US-M1-SCMATH-024-M Graphs and Combinatorial Optimisation | 36 | 12 | 0 | 0 | 0 | 48 | Q1 | 4 | 4 |

| | | | | I-MARO-011 Graph Theory and Combinatorial Optimization | | | | | | | | | |

| | | | US-M1-SCMATH-025-M Stochastic Models of Operations Research | 18 | 6 | 0 | 0 | 0 | 24 | Q2 | 4 | 4 |

| | | | | I-MARO-015 Stochastic Models of Operations Research | | | | | | | | | |

| | | | US-M1-SCMATH-026-M Linear Optimisation | 14 | 14 | 0 | 0 | 0 | 28 | Q1 | 4 | 4 |

| | | | | I-MARO-035 Linear Optimization | | | | | | | | | |

| | | | US-M1-SCMATH-027-M Operational Research Modelling Workshop | 12 | 48 | 0 | 0 | 0 | 60 | Q1 | 6 | 6 |

| | | | | I-MARO-017 Modeling Workshop in Operational Research | | | | | | | | | |

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| | | Artificial intelligence and big data | | | | | | | | | |

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| | | | US-M1-SCMATH-054-M Graphs and artificial intelligence | 20 | 10 | 0 | 0 | 0 | 30 | Q1 | 5 | 5 |

| | | | | S-INFO-021 Artificial Intelligence and graphs | | | | | | | | | |

| | | | US-M1-SCMATH-055-M Big Data Analytics | 30 | 30 | 0 | 0 | 0 | 60 | Q2 | 6 | 6 |

| | | | | S-INFO-075 Big Data Analytics | | | | | | | | | |

| | | | US-M1-SCMATH-056-M Knowledge representation and reasoning | 30 | 30 | 0 | 0 | 0 | 60 | Q2 | 6 | 6 |

| | | | | S-INFO-027 Knowledge representation and reasoning | | | | | | | | | |

| | | | US-M1-SCMATH-057-M challenges in artificial intelligence | 12 | 36 | 0 | 0 | 0 | 48 | Q1 | 6 | 6 |

| | | | | I-ISIA-200 Défis en intelligence artificielle | | | | | | | | | |

| | | | | I-ISIA-201 Séminaire d'intelligence artificielle | | | | | | | | | |

| | | | US-M1-SCMATH-058-M Advanced Machine Learning and Deep Learning | 30 | 30 | 0 | 0 | 0 | 60 | Q1 | 5 | 5 |

| | | | | I-ILIA-202 Advanced Deep Learning | | | | | | | | | |

| | | | | I-MARO-202 Advanced Machine Learning | | | | | | | | | |

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| | | Foreign Languages | | | | | | | | | |

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| | | | US-M1-SCMATH-044-M English for Scientific Communication | 30 | 0 | 0 | 0 | 0 | 30 | Q1,Q2 | 3 | 3 |

| | | | | V-LANG-653 English for Scientific Communication, part 1 | | | | | | | | | |

| | | | | V-LANG-654 English for Scientific Communication, part 2 | | | | | | | | | |

| | | | Language lessons for non French native speakers | | | | | | | | | |

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| | | | | US-M1-SCMATH-150-M French foreign language 1 | 56 | 0 | 0 | 0 | 0 | 56 | Q1 | 6 | 6 |

| | | | | | V-INTR-001 French as a foreign language S1 | | | | | | | | | |

| | | | | US-M1-SCMATH-151-M French as a Foreign Language | 56 | 0 | 0 | 0 | 0 | 56 | Q2 | 6 | 6 |

| | | | | | V-INTR-002 French as a foreign language S2 | | | | | | | | | |

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| | | Other | | | | | | | | | |

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| | | | US-M1-SCMATH-045-M Elementary Mathematics (List A) | 15 | 0 | 0 | 0 | 0 | 15 | Q2 | 3 | 3 |

| | | | | S-MATH-042 Elementary Mathematics | | | | | | | | | |

| | | | US-M1-SCMATH-047-M Philosophy of Science | 20 | 0 | 0 | 0 | 0 | 20 | Q1 | 2 | 2 |

| | | | | S-PHYS-120 Philosophy of Science | | | | | | | | | |

| | | | US-M1-SCMATH-060-M Didactique de l'analyse dans la transition secondaire-université | 15 | 0 | 0 | 0 | 0 | 15 | Q2 | 3 | 3 |

| | | | | S-MATH-750 Didactique de l'analyse dans la transition secondaire-université | | | | | | | | | |

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| | | | | | | | 60 | |

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Bloc 2 | Hours (*) | Term | Credits | Weight. |

| HT(*) | HTPE(*) | HTPS(*) | HD(*) | HR(*) | Total | |

| Master Thesis | | | | | | | | 30 | |

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| | US-M2-SCMATH-001-M Master Thesis | 0 | 0 | 0 | 0 | 0 | 0 | Y | 30 | 30 |

| | | S-MATH-027 Master Thesis | | | | | | | | | |

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| Courses Specific to Specialist Focus | | | | | | | | 30 | |

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| | US-M2-MATFSF-001-M Practical Skills (Work Placement) | 0 | 0 | 494 | 0 | 0 | 494 | Y | 15 | 15 |

| | | S-MATH-777 Practical Skills (placements and seminars) | | | | | | | | | |

| | US-M2-MATFSF-002-M Finance (Part A) | 0 | 0 | 0 | 0 | 0 | 0 | Q2 | 6 | 6 |

| | | S-MATH-062 Finance (part A) | | | | | | | | | |

| | US-M2-MATFSF-003-M Finance (Part B) | 0 | 0 | 0 | 0 | 0 | 0 | Q2 | 9 | 9 |

| | | S-MATH-063 Finance (part B) | | | | | | | | | |

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| | | | | | | | 60 | |

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