Internship Research On Partial Latent Encoding of
Il y a 2 mois
Le descriptif de l’offre ci-dessous est en Anglais_
**Type de contrat **:Convention de stage**Niveau de diplôme exigé **:Bac + 5 ou équivalent**Fonction **:Stagiaire de la recherche**Niveau d'expérience souhaité **:Jeune diplôméA propos du centre ou de la direction fonctionnelle
The Inria centre at Université Côte d'Azur includes 37 research teams and 8 support services. The centre's staff (about 500 people) is made up of scientists of different nationalities, engineers, technicians and administrative staff. The teams are mainly located on the university campuses of Sophia Antipolis and Nice as well as Montpellier, in close collaboration with research and higher education laboratories and establishments (Université Côte d'Azur, CNRS, INRAE, INSERM...), but also with the regiona economic players.
With a presence in the fields of computational neuroscience and biology, data science and modeling, software engineering and certification, as well as collaborative robotics, the Inria Centre at Université Côte d'Azur is a major player in terms of scientific excellence through its results and collaborations at both European and international levels.
Contexte et atouts du poste
The work will be embedded in a project in collaboration between Université de Paris Cité (team LIPADE, Paris) and Inria (team EVERGREEN, Montpellier).
By using location on the Earth's surface as the common link between different modalities, a geo-spatial foundation model would be able to incorporate a variety of data sources, including remote sensing imagery, textual descriptions of places, and features in maps. Leveraging the large amounts of available unlabeled geo-spatial data from these different sources, the GEO-ReSeT (Generalized Earth Observation with Remote Sensing and Text) ANR project has the objective to learn a better representation of any geo-spatial location and convey a semantic representation of the information.
By leveraging several data modalities, this foundation model could provide a more comprehensive and accurate understanding of the Earth's surface, enabling more informed decisions and actions. This will be particularly valuable for new potential users in sectors such as journalism, social sciences or environmental monitoring, who may not have the resources or expertise to collect their own training datasets and develop their own methods, thus moving beyond open Earth observation data and democratizing the access to Earth observation information.
Mission confiée
The work to be conducted during the proposed M2 internship will contribute to the ambition of the GEO-ReSeT ANR project by proposing a new methodology for projecting multi-modal data of different natures to a common latent space. One classical way to achieve this is through a contrastive self-supervised learning approach. A feature extractor for each modality is trained through a contrastive loss. This loss ensures that similar examples (in the case of geo-spatial data, from the same geographical location) are close in the feature space, while dissimilar examples are projected far away. These self-supervised models can then be used on downstream tasks through linear probing.
This approach tends to work well on natural images and has been successfully on geo-spatial data, such as remote sensing image. However, retaining the particularities of each modality, each given partial information of the underlining reality, is a challenge. In this work, the authors propose to learn factorized representations of each modalities.
Principales activités
In this work, our objective is to to explicitly model which part of the latent space is concerned with each of the modalities. We propose to achieve this objective by modeling the uncertainty on the feature representation of each modality. The work to be performed in this internship will lead to the following three contributions:
Compétences
- Python programming
- Deep Learning with Python (preferably with Pytorch)
- Experience with Remote Sensing imagery
Avantages
- Subsidized meals
- Partial reimbursement of public transport costs
- Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.)
- Possibility of teleworking (after 6 months of employment) and flexible organization of working hours
- Professional equipment available (videoconferencing, loan of computer equipment, etc.)
- Social, cultural and sports events and activities
- Access to vocational training
- Social security coverage
-
Internship - Icc Documentation and Research Centre
il y a 1 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...
-
Internship - Icc Drs, Documentation and Research
Il y a 2 mois
Paris 16e, France Chambre de Commerce Internationale Temps pleinThe Documentation and Research Centre of the ICC International Court of Arbitration offers students in international commercial law arbitration to gain in-depth knowledge of arbitration in commercial and investment disputes. **Time Commitment**:6 months (01/07/2023 to 31/12/2023); full time **Position Purpose** **Primary responsibilities/tasks** - Reading...
-
Internship - Icc Centre of Entrepreneurship
il y a 1 mois
Paris, France International Chamber of Commerce (ICC) Temps pleinThe Department for Global Partnerships and Development is looking for an intern for a period of 6 months, starting from July 2024. 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 day,...
-
Recruiter / Researcher / Internship
il y a 3 semaines
Paris, France RecSel International Temps pleinREMOTE INTERNSHIP PROGRAMMEWe are an international company that recruit financial auditors to work for leading companies in Europe.We are now offering a remote internship programme doing research work in the Recruitment/HR sector.Flexible start date and duration.We use Zoom and other devices to do the training so the only thing you need would be a laptop. We...
-
Internship - Equity Research Analyst
il y a 1 semaine
Paris, France Kepler Cheuvreux Temps plein**Department**: Equity Research - **Duration**: 6 months - **Start Date**:juillet 2024 - **Location**:Paris - **Salary**: As per Kepler Cheuvreux' s policy **KEPLER CHEUVREUX**: Kepler Cheuvreux is a leading independent European financial services company specialised in intermediation and advisory services. Management and staff are the largest shareholders:...
-
Internship - Credit Research Sell Side
il y a 1 semaine
Paris, France Kepler Cheuvreux Temps plein**Department**:Kepler Cheuvreux Solutions - **Sector**:Debt / Credit - **Duration**: 6 months - **Start Date**:July 2024 - **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 and...
-
Internship - Research & Innovation Communication
il y a 1 semaine
Paris, France Danone Temps pleinAbout the job Reach new heights with shared values and vision: Danone has joined forces with the Paris 2024 Olympic and Paralympics Games, which celebrate a changing society. Our ambition is to support and cheer on our athletes, encourage good eating and exercise habits through our products and through all life stages. Get ready to take on this Olympic...
-
Internship - Equity Research Analyst Autos
il y a 1 semaine
Paris, France Kepler Cheuvreux Temps plein**Department**: Autos, Utilities, Luxury Goods - **Duration**: 6 months - **Start Date**:July 2024 - **Location**:Paris - **Salary**: As per Kepler Cheuvreux' s policy **KEPLER CHEUVREUX**: Kepler Cheuvreux is a leading independent European financial services company specialised in intermediation and advisory services. Management and staff are the largest...
-
Internship Economic Research
il y a 1 mois
Paris, France S&P Global Temps pleinInternship Economic Research **About the Role**: **Grade Level (for internal use)**: 05 **The Team**: S&P Global Ratings Economic Research has an opportunity for a five-month internship in 2023. The internship could start between April and June. The position is available in Frankfurt or Paris. Knowledge of German is a plus for the Frankfurt...
-
Internship - Sponsorship Team
il y a 1 mois
Paris, France International Chamber of Commerce (ICC) Temps pleinICC is recruiting a Sponsorship intern to work across several departments to explore and commercialise ICC content, events, products, services and business networks. 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...
-
Internship - Global Marketing and Communications
il y a 2 semaines
Paris, France International Chamber of Commerce (ICC) Temps pleinICC is looking for a Global Marketing and Communications intern to develop skills in writing, media relations, photography and video production, for a 6-month internship. 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...
-
[internship] Deep Learning Research Engineer
il y a 1 mois
Paris 3e, France deepomatic Temps plein**Internship : Leveraging Large **Multimodal** Transformer Models for Deepomatic Applications** Deepomatic works with companies who install or maintain equipments on the field. We develop an AI platform which allows our clients to automatically control the quality and compliance of the field workers operations thanks to pictures taken at key moments. The...
-
Internship, Dispute Resolution Services, German
il y a 1 mois
Paris, France International Chamber of Commerce (ICC) Temps pleinAs the institutional representative of over 45 million businesses in more than 100 countries, the International Chamber of Commerce operates with a core mission to “make business work for everyone, every day, everywhere”. We act as the primary voice of the real economy in a range of intergovernmental organisations - from the World Trade Organisation to...
-
Internship Economic Research
il y a 1 mois
Paris, France S&P Global Temps plein**About the Role**: **Grade Level (for internal use)**: 05 **The Team**: S&P Global Ratings Economic Research has an opportunity for a five-month internship in 2023. The internship could start between April and June. The position is available in Frankfurt or Paris. Knowledge of German is a plus for the Frankfurt position. **The Impact**: **What you stand...
-
Internship - CRM and Digital Marketing
il y a 1 mois
Paris, France International Chamber of Commerce (ICC) Temps pleinICC’s Global Marketing and Communications department is looking for an intern to learn more about Data Quality Management, Digital Marketing, CRM and transition management. 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...
-
Student Researcher, 2023
il y a 4 jours
Paris, France Google Temps plein**Participation in this program requires that you are located in France or Netherlands for the duration of the engagement.** For France, Google welcomes people with disabilities. **Paris, France; Grenoble, France; Amsterdam, Netherlands**. **Minimum qualifications**: - Currently pursuing a Bachelor’s, Master’s, or PhD degree in Computer Engineering,...
-
Internship - Dispute Resolution Services
il y a 1 mois
Paris, France International Chamber of Commerce (ICC) Temps pleinThe ICC International Court of Arbitration is currently looking for arbitration interns for their Management Team from January lasting six months. As the institutional representative of over 45 million businesses in more than 100 countries, the International Chamber of Commerce operates with a core mission to “make business work for everyone, every day,...
-
Internship - Global Partnerships and Development
Il y a 2 mois
Paris, France International Chamber of Commerce (ICC) Temps pleinThe Global Partnerships and Development department is looking for an intern for a period of six months, starting from July 2023. As the institutional representative of over 45 million businesses in more than 100 countries, the International Chamber of Commerce operates with a core mission to “make business work for everyone, every day, everywhere”. We...
-
Internship - Dispute Resolution Services, German
il y a 1 mois
Paris, France International Chamber of Commerce (ICC) Temps pleinThe Secretariat of the ICC International Court of Arbitration is currently looking for arbitration interns for our German Case Management Team lasting six months. As the institutional representative of over 45 million businesses in more than 100 countries, the International Chamber of Commerce operates with a core mission to “make business work for...
-
Internship - Dispute Resolution Services, French
il y a 1 mois
Paris, France International Chamber of Commerce (ICC) Temps pleinThe Secretariat of the ICC International Court of Arbitration is currently looking for arbitration interns for our French Case Management Team lasting six months. As the institutional representative of over 45 million businesses in more than 100 countries, the International Chamber of Commerce operates with a core mission to “make business work for...
