Contexte
The MScT AI MaQI is a unique programme combining know-how in financial markets and in artificial intelligence. Students following this program will learn how to combine machine learning and quantitative finance to find new solutions to the problems of the industry in interacting with markets and in building systematic investment strategies. They will become experts capable of implementing innovative learning-based solutions for applications in financial markets. This programme offers practical training with projects, internships and hackathons to prepare students for the real needs of industry with an emphasis on financial know-how, understanding of learning algorithms, and getting familiar with new kinds of data like satellite images or maritime traffic for investment and risk management.
domaines d'enseignement
Mathématiques appliquées, Informatique.métiers
After graduating from the MSc in "AI MaQI", students will be well-equipped to pursue a variety of career paths:
- In the "AI Lab" or "Data Science Lab" or a bank, an asset manager, a hedge fund or any other financial institution
- Be the "AI expert" of a team of quantitative analysts, "quants", or "strats"
- Lead the projects for financial markets of a startup
It is perfectly possible to pursue a PhD after this program, especially in partnership with a financial institution.
Parcours
- MScT-MaQI-GD1A AI for Markets and Quantitative Investment (AI-MaQI) - 1ère année Master of Science and Technology (Graduate degree)
- MScT-MaQI-S1 MScT MaQI- Semestre 1
- APM_51460_EP Python for Data Science
- MScT-MaQI-S2 MScT MaQI - Semestre 2
- INT_54496_EP Internship MaQI M1
- MScT-MaQI-S1 MScT MaQI- Semestre 1
- MScT-MaQI-GD2A AI for Markets and Quantitative Investment (AI-MaQI) - 2ème année Master of Science and Technology (Graduate degree)
- MScT-MaQI-S3 MScT MaQI - Semestre 3
- APM_53442_EP Learning to Replicate Risks
- APM_53443_EP Risk Taking in Financial Markets
- APM_53444_EP Compression and High Dimension in Finance
- APM_53445_EP Machine Learning for Financial Time Series
- APM_53446_EP Hackathon/AI workflow
- APM_53447_EP Seminar: uses cases and papers Part 1
- IME_53401_EP AI, ethics and regulation in markets and quantitative investment - Part 1
- LEN_51G07_EP Supermodels: The Culture of Celebrity, Beauty, Power and Capitalism
- LEN_51G12_EP The Myth of Paris in French Imagination
- HSS_51G11_EP Aspects of Comparative Commercial Law
- HSS_51G12_EP Introduction to French Politics
- HSS_51G15_EP Dark sides of the City of Lights
- LEN_51G11_EP Multicultural France
- LEN_51G10_EP French thinking: difference, bodies, power
- LEN_51G18_EP Music, Literature and Femmes Fatales 1
- LEN_51G08_EP A Transatlantic History of Capitalism and Empire (15th-21st centuries)
- LEN_51G16_EP Introduction to French Cinema (Part I)
- LEN_51G20_EP Representing the Self: From Montaigne to Selfies P1
- LEN_51G15_EP Meals that Matter: How Food Shapes Relationships, Power, and Society
- LEN_51G09_EP Sport in France: History, Controversies, Politics, Society
- HSS_51G14_EP Philosophy of Science Fiction
- HSS_51G16_EP Sociology of AI
- MScT-MaQI-S4 MScT MaQI - Semestre 4
- APM_54440_EP GenAI for clients and products
- APM_54441_EP IA for better risk control
- APM_54442_EP IA for alternative data
- APM_54443_EP Seminar: uses cases and papers Part 2
- IME_54401_EP AI, ethics and regulation in markets and quantitative investment - Part 2
- LEN_52G20_EP Paris in the Jazz Age
- LEN_52G17_EP The Intellectual Tradition: Writing, Ideas and Engagement in Modern France
- HSS_52G23_EP Advanced French politics
- HSS_52G26_EP Philosophy of Science Fiction
- LEN_52G21_EP French thinking: difference, bodies, power
- LEN_52G18_EP Music, Literature and Femmes Fatales 2
- LEN_52G19_EP Paris Under Construction: 19th Century Engineering through the Arts
- LEN_52G22_EP Representing the Self: From Montaigne to Selfies
- LEN_52G28_EP Introduction to French Cinema (Part II)
- LEN_52G31_EP Leading France: A Cultural History of Influence
- HSS_52G21_EP Introduction to Science and Technology Studies
- HSS_52G22_EP Introduction to French Politics
- HSS_52G24_EP #PoliticalSciences X Internet : Homo Politicus in a technology era
- HSS_52G27_EP Dark sides of the City of Lights
- HSS_51G10_EP Principles and history of Geopolitics
- INT_54497_EP Internship MaQI M2
- MScT-MaQI-S3 MScT MaQI - Semestre 3
Unités d'enseignement
| UE | Type d'enseignement | Domaines | Catégorie d'UE | Credit Ects | Volume horaire | Responsables | Periode de programmation | Site pédagogique |
|---|---|---|---|---|---|---|---|---|
| APM_51460_EP Python for Data Science | Cours scientifiques | Mathématiques appliquées | Mathurin Massias | X-AN3-P1 | ||||
| APM_53442_EP Learning to Replicate Risks | Cours scientifiques | Mathématiques appliquées | 3 | Huyen Pham | X-AN3-P1 | |||
| APM_53443_EP Risk Taking in Financial Markets | Cours scientifiques | Mathématiques appliquées | 3 | Jaouad Mourtada, Mathieu Rosenbaum |
X-AN3-P1 | |||
| APM_53444_EP Compression and High Dimension in Finance | Cours scientifiques | Mathématiques appliquées | 3 | Karim Lounici | X-AN3-P1 | |||
| APM_53445_EP Machine Learning for Financial Time Series | Cours scientifiques | Mathématiques appliquées | 3 | Jean-David Fermanian, Azadeh Khaleghi |
X-AN3-P1 | |||
| APM_53446_EP Hackathon/AI workflow | Cours scientifiques | Mathématiques appliquées | 5 | Charles-Albert Lehalle, Vianney Perchet |
X-AN3-P1P2 | |||
| APM_53447_EP Seminar: uses cases and papers Part 1 | Cours scientifiques | Mathématiques appliquées | 3 | Charles-Albert Lehalle, Vianney Perchet |
X-AN3-P1 | |||
| APM_54440_EP GenAI for clients and products | Cours scientifiques | Mathématiques appliquées | 3 | Christopher Kermorant | X-AN3-P2 | |||
| APM_54441_EP IA for better risk control | Cours scientifiques | Mathématiques appliquées | 3 | Vianney Perchet | X-AN3-P2 | |||
| APM_54442_EP IA for alternative data | Cours scientifiques | Mathématiques appliquées | 3 | Charles-Albert Lehalle, Peter Tankov |
X-AN3-P2 | |||
| APM_54443_EP Seminar: uses cases and papers Part 2 | Cours scientifiques | Mathématiques appliquées | 3 | Charles-Albert Lehalle, Vianney Perchet |
X-AN3-P2 | |||
| HSS_51G10_EP Principles and history of Geopolitics | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | Matthieu Grandpierron, Nicolas Wanlin |
X-AN3-P2 | |||
| HSS_51G11_EP Aspects of Comparative Commercial Law | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | 20 | Sabine Sultan, Nicolas Wanlin |
X-AN3-P1 | ||
| HSS_51G12_EP Introduction to French Politics | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | Pierre-Marc Renaudeau, Nicolas Wanlin |
X-AN3-P1 | |||
| HSS_51G14_EP Philosophy of Science Fiction | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | 20 | Jonathan Degenève, Nicolas Wanlin |
X-AN3-P1 | ||
| HSS_51G15_EP Dark sides of the City of Lights | HSS - Séminaire | Humanités et sciences sociales | Humanities & French Culture. | 20 | Jonathan Degenève, Nicolas Wanlin |
X-AN3-P1 | ||
| HSS_51G16_EP Sociology of AI | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | Nicolas Wanlin | X-AN3-P1 | |||
| HSS_52G21_EP Introduction to Science and Technology Studies | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | 20 | Lidia Chavinskaia, Nicolas Wanlin |
X-AN3-P2 | ||
| HSS_52G22_EP Introduction to French Politics | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | Pierre-Marc Renaudeau, Nicolas Wanlin |
X-AN3-P2 | |||
| HSS_52G23_EP Advanced French politics | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | Pierre-Marc Renaudeau, Nicolas Wanlin |
X-AN3-P2 | |||
| HSS_52G24_EP #PoliticalSciences X Internet : Homo Politicus in a techn... | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | 20 | Frédéric Geraud de Lescazes, Nicolas Wanlin |
X-AN3-P2 | ||
| HSS_52G26_EP Philosophy of Science Fiction | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | 20 | Jonathan Degenève, Nicolas Wanlin |
X-AN3-P2 | ||
| HSS_52G27_EP Dark sides of the City of Lights | HSS - Cours | Humanités et sciences sociales | Humanities & French Culture. | 20 | Jonathan Degenève, Nicolas Wanlin |
X-AN3-P2 | ||
| IME_53401_EP AI, ethics and regulation in markets and quantitative inv... | MIE - Cours | Management, Innovation et Entrepreneuriat | Solenne Gaucher, Charles-Albert Lehalle, Antoine Souchaud |
X-AN3-P1 | ||||
| IME_54401_EP AI, ethics and regulation in markets and quantitative inv... | MIE - Cours | Management, Innovation et Entrepreneuriat | 3 | Antoine Souchaud | X-AN3-P2 | |||
| INT_54496_EP Internship MaQI M1 | Stage | |||||||
| INT_54497_EP Internship MaQI M2 | Stage | 24 | X-AN3-P3 | |||||
| LEN_51G07_EP Supermodels: The Culture of Celebrity, Beauty, Power and ... | Culture générale | Langues | Humanities & French Culture. | Sarah Bouttier, Marcellous JONES |
X-AN3-P1 | |||
| LEN_51G08_EP A Transatlantic History of Capitalism and Empire (15th-21... | Culture générale | Langues | Humanities & French Culture. | Sarah Bouttier | X-AN3-P1 | |||
| LEN_51G09_EP Sport in France: History, Controversies, Politics, Society | Culture générale | Langues | Humanities & French Culture. | Isabelle Schaffner | X-AN3-P1 | |||
| LEN_51G10_EP French thinking: difference, bodies, power | Culture générale | Langues | Humanities & French Culture. | Sarah Bouttier, Meghann Cassidy |
X-AN3-P1 | |||
| LEN_51G11_EP Multicultural France | Culture générale | Langues | Humanities & French Culture. | Sarah Bouttier | X-AN3-P1 | |||
| LEN_51G12_EP The Myth of Paris in French Imagination | Culture générale | Langues | Humanities & French Culture. | 2 | Isabelle Schaffner | X-AN3-P1 | ||
| LEN_51G15_EP Meals that Matter: How Food Shapes Relationships, Power, ... | Culture générale | Langues | Humanities & French Culture. | Manon Amandio, Sarah Bouttier |
X-AN3-P1 | |||
| LEN_51G16_EP Introduction to French Cinema (Part I) | Culture générale | Langues, Humanités et sciences sociales | Humanities & French Culture. | Isabelle Schaffner | X-AN3-P1 | |||
| LEN_51G18_EP Music, Literature and Femmes Fatales 1 | Culture générale | Langues | Humanities & French Culture. | Sarah Bouttier, Marcellous JONES |
X-AN3-P1 | |||
| LEN_51G20_EP Representing the Self: From Montaigne to Selfies P1 | Culture générale | Langues | Humanities & French Culture. | Antoine Guibal, Isabelle Schaffner |
X-AN3-P1 | |||
| LEN_52G17_EP The Intellectual Tradition: Writing, Ideas and Engagement... | Culture générale | Langues | Humanities & French Culture. | Isabelle Schaffner | X-AN3-P2 | |||
| LEN_52G18_EP Music, Literature and Femmes Fatales 2 | Culture générale | Langues | Humanities & French Culture. | Sarah Bouttier, Marcellous JONES |
X-AN3-P2 | |||
| LEN_52G19_EP Paris Under Construction: 19th Century Engineering throug... | Culture générale | Langues | Humanities & French Culture. | Isabelle Schaffner | X-AN3-P2 | |||
| LEN_52G20_EP Paris in the Jazz Age | Culture générale | Langues | Humanities & French Culture. | Sarah Bouttier | X-AN3-P2 | |||
| LEN_52G21_EP French thinking: difference, bodies, power | Culture générale | Langues | Humanities & French Culture. | Sarah Bouttier, Meghann Cassidy |
X-AN3-P2 | |||
| LEN_52G22_EP Representing the Self: From Montaigne to Selfies | Culture générale | Langues | Humanities & French Culture. | Antoine Guibal, Isabelle Schaffner |
X-AN3-P2 | |||
| LEN_52G28_EP Introduction to French Cinema (Part II) | Culture générale | Langues | Humanities & French Culture. | Isabelle Schaffner | X-AN3-P2 | |||
| LEN_52G31_EP Leading France: A Cultural History of Influence | Culture générale | Humanities & French Culture. | Manon Amandio, Sarah Bouttier |
X-AN3-P2 |