Internship Research
il y a 3 semaines
Paris, 75, FR
**ABOUT CFM**:
We value innovation, dedication, collaboration, and the ability to make an impact. Together, we create a stimulating environment for talented and passionate experts in research, technology, and business to explore new ideas and challenge existing assumptions.
**Overview**
Recurrent neural networks (RNNs) are extremely popular models for time series learning. A seminal study has showed that chaotic dynamics can emerge sharply in these networks at a critical value of the initialization parameters [1]. Further work revealed that learning is favoured at or even slightly beyond the so-called “edge of chaos” critical point [2, 3]. By exploring the edge of chaos, these networks can enhance their computational capacity and improve predictive performance for time series exhibiting noise and irregular patterns [2].
The aim of this project is to study the predictive capability of RNNs for noisy time-series around their critical point, comparing different architectures and trying to characterize the criticality with concepts borrowed from statistical physics.
**Goals**
- Characterization of the critical regime and the edge of chaos, its scaling and universal properties, for various RNN architectures.
- Study of the chaotic regime and the related Lyapunov spectrum.
- Development of toy-models and heuristics that can help for training RNNs in the little-data high-noise regime.
This work will be carried out in collaboration with the Short-term Equity Alpha Research Team at CFM, focusing on developing trading strategies and in close cooperation with market data specialists and data scientists.
- **Profile**
Given the research-oriented nature of this project, applicants should have a foundational understanding of statistics, machine learning and have been exposed to the ideas of statistical physics. A good knowledge of python and an understanding of code architecture and data structures will be required. Sudents in master's degree/end of study preferred.
**Duration**
6 months preferred - flexible starting date
**References**
[1] - H. Sompolinsky, A. Crisanti, and H. J. Sommers, "Chaos in Random Neural Networks", Phys Rev. Lett. 61, 259 - 1988
[2]- Rainer Engelken, Fred Wolf, and L. F. Abbott, “Lyapunov spectra of chaotic recurrent neural networks”, Phys. Rev. Research 5, 043044 (2023).
[3] - Daniel J. Gauthier, Erik Bollt, Aaron Griffith & Wendson A. S. Barbosa, "Next generation reservoir computing", Nature Comm. 12, 5564 (2021).
**EQUAL OPPORTUNITIES STATEMENT**:
We are continuously striving to be an equal opportunity employer and we prohibit any discrimination based on sex, disability, origin, sexual orientation, gender identity, age, race, or religion. We believe that our diversity, breadth of experience, and multiple points of view are among the leading factors in our success.
CFM is a signatory of the Women Empowerment Principles.
-
Research Fellow- Junior
il y a 1 mois
Paris, Île-de-France European Institute of Policy Research and Human Rights SIA Temps pleinJoin us at the European Institute of Policy Research and Human RightsWe are inviting applications for a Junior Research Fellow Internship at the European Institute of Policy Research and Human Rights. This internship is designed for candidates who are currently enrolled in or have completed a Bachelor, Masters or Doctoral program, as well as alumni from any...
-
Internship - Equity Research Analyst
il y a 4 semaines
Paris, France Kepler Cheuvreux Temps plein**Department**: Equity Research - **Duration**: 6 months - **Start Date**:January 2025 - **Location**:Paris - **Salary**: As per Kepler Cheuvreux' s policy **KEPLER CHEUVREUX**: Kepler Cheuvreux is a leading independent European financial services company that specialises in Research, Execution, Fixed Income and Credit, Structured Solutions, Corporate...
-
Internship - Ml Research Engineer
il y a 2 semaines
Paris, France Apple Temps plein**Summary** Posted: Nov 15, 2024 Weekly Hours**:35** Role Number**:200579190** The Apple Machine Learning Research Team is seeking a strong graduate level researcher with experience training large foundation models from scratch for computer vision and multimodal representation learning. The focus for this internship will likely emphasize understanding...
-
Research Fellow- Junior
il y a 1 mois
Paris, France European Institute of Policy Research and Human Rights SIA Temps pleinJoin: as Junior Research Fellow- Internship (for candidates enrolled/passed Bachelors / Masters/ Doctoral in any discipline) Organization: European Institute of Policy Research and Human Rights Location: Remote/Online About Us The European Institute of Policy Research and Human Rights is a prestigious institution that offers cutting-edge online programs /...
-
Internship - Quant Research
il y a 4 semaines
Paris, France Kepler Cheuvreux Temps pleinDepartment : Quant Research - Duration : 6 months - Start date: March/April 2025 - Location: Paris **KEPLER CHEUVREUX**: Kepler Cheuvreux is a leading independent European financial services company that specialises in Research, Execution, Fixed Income and Credit, Structured Solutions, Corporate Finance, and Asset Management. The Group employs around 600...
-
Internship - Ml Research Engineer
il y a 2 semaines
Paris, France Apple Temps plein**Summary** Posted: 15 Nov 2024 Weekly Hours**:35** Role Number**:200579190** The Apple Machine Learning Research Team is seeking a strong graduate level researcher with experience training large foundation models from scratch for computer vision and multimodal representation learning. The focus for this internship will likely emphasize understanding...
-
Research Fellow- Junior
il y a 4 semaines
Paris, France European Institute of Policy Research and Human Rights SIA Temps pleinJoin: as Junior Research Fellow Internship (for candidates enrolled/passed Bachelors / Masters/ Doctoral in any discipline) Organization: European Institute of Policy Research and Human Rights Location: Remote/Online About Us The European Institute of Policy Research and Human Rights is a prestigious institution that offers cuttingedge online programs /...
-
Senior Research Fellowship Program
il y a 4 semaines
Paris, France European Institute of Policy Research and Human Rights SIA Temps pleinApplications are now open for the Senior Research Fellowship followed by 8 weeks Online Internship at the European Institute for Policy Research and Human Rights. About the Program Our renowned online Career Rejuvenator SUPERProgram is tailored to help students and professionals enhance their research and academic writing skills. This flexible internship is...
-
Research Fellowship Program- Junior
il y a 4 semaines
Paris, France European Institute of Policy Research and Human Rights SIA Temps pleinApplications are now open for the Junior Research Fellowship followed by 4 weeks Online Internship at the European Institute for Policy Research and Human Rights. About the Program Our renowned 8week online Career Rejuvenator SUPERProgram is tailored to help students and professionals enhance their research and academic writing skills. This flexible...
-
Machine Learning Research Internship
il y a 1 mois
Paris, France Doctolib Temps pleinJoin Europe's leading healthcare technology company for a 6-month Machine Learning research internship in our Paris office. At Doctolib, you'll tackle real-world healthcare challenges using cutting-edge machine learning, working directly with our AI teams to impact millions of lives. As a Machine Learning Research intern, you'll be paired with ML engineers...
-
Internship - Credit Research Sell Side
Il y a 2 mois
Paris, France Kepler Cheuvreux Temps plein**Department**:Kepler Cheuvreux Solutions - **Sector**:Debt / Credit - **Duration**: 6 months - **Start Date**:January 2025 - **Location**: Paris, France - **Salary**:As per Kepler Cheuvreux’ s policy **KEPLER CHEUVREUX**: Kepler Cheuvreux is a leading independent European financial services company that specialises in Research, Execution, Fixed Income...
-
Quantitative Researcher/Developer
il y a 1 mois
Paris, Ile-de-France EvarInvest AM Temps pleinQuant Researcher/ Developer Internship About the firm:Evarinvest is a young venture in the investment management space that envisions providing quantitative investment solutions to institutional investors. We get inspiration from scientific domains such as complex systems and entropy and combine it with our experience in derivatives to achieve robust and...
-
Quantitative Researcher/Developer
il y a 1 mois
Paris, France EvarInvest AM Temps pleinQuant Researcher/ Developer Internship About the firm:Evarinvest is a young venture in the investment management space that envisions providing quantitative investment solutions to institutional investors. We get inspiration from scientific domains such as complex systems and entropy and combine it with our experience in derivatives to achieve robust and...
-
Internship - Documentation and Research Centre, Icc
il y a 5 jours
Paris, France International Chamber of Commerce (ICC) Temps pleinWe are looking for a motivated intern to join the Documentation and Research Centre of the ICC International Court of Arbitration as of January 2025. As the institutional representative of over 45 million businesses in more than 170 countries, the International Chamber of Commerce operates with a core mission to “make business work for everyone, every...
-
Internship Research
il y a 3 semaines
Paris, France Capital Fund Management Temps pleinParis, 75, FR **ABOUT CFM**: We value innovation, dedication, collaboration, and the ability to make an impact. Together, we create a stimulating environment for talented and passionate experts in research, technology, and business to explore new ideas and challenge existing assumptions. **Objective**: The internship aims to replicate and extend the...
-
Junior Research Fellowship
il y a 4 semaines
Paris, France European Institute of Policy Research and Human Rights SIA Temps pleinJoin: as Junior Research Fellow Internship (for candidates enrolled/passed Bachelors / Masters/ Doctoral in any discipline) Organization: European Institute of Policy Research and Human Rights Location: Remote/Online About Us The European Institute of Policy Research and Human Rights is a prestigious institution that offers cuttingedge online programs /...
-
Research Expert
il y a 4 semaines
Paris, Île-de-France TWR Temps pleinBe a Part of Global ResearchAs a Research Intern at TWR, you will be involved in research on countries, peoples, and media trends. This will enable us to make informed decisions about the kind of programming suitable for regions and people groups. Your research will inform our strategic planning and help us bring spiritual refreshment to many. You will also...
-
Internship - Icc Documentation and Research Centre
Il y a 5 mois
Paris, France International Chamber of Commerce (ICC) Temps pleinThe Documentation and Research Centre of the ICC International Court of Arbitration is looking for an intern to gain in-depth knowledge of arbitration in commercial and investment disputes, starting in July. As the institutional representative of over 45 million businesses in more than 170 countries, the International Chamber of Commerce operates with a...
-
AI Research Scientist Internship
il y a 1 mois
Paris, Île-de-France HrFlow Temps pleinOur MissionHrFlow.ai is a pioneering AI research company dedicated to revolutionizing the labor market and employment landscape. We're committed to harnessing the power of AI to drive innovation and growth.Role OverviewWe're seeking a highly skilled AI Research Intern to join our team and contribute to the development of groundbreaking AI solutions. As an AI...
-
Internship - Credit Research (H/F)
Il y a 6 mois
Paris, France Tikehau Capital Temps plein**Mission**: - [FR]_ Les équipes Fixed Income du département Capital Markets Strategies (CMS) investissent dans des obligations d’émetteurs corporate et financiers, Investment Grade et High Yield, majoritairement européens. Pour ce faire, elles s’appuient sur une équipe transversale d’analystes Crédit répartie entre Paris, New-York, Londres et...
