Post-Doctoral Research Visit F/M Unsupervised Machine Learning for Wireless Communications
Il y a 6 mois
Contexte et atouts du poste
Wireless communication systems involve collecting large amounts of data related to electromagnetic propagation, which is normally used for the purpose of data transmission and demodulation, and then immediately discarded. While it is clear that leveraging the statistical aspects of propagation information (e.g. through learning the characteristics of its distribution and applying appropriate statistical techniques) has the potential to greatly enhance the performance and range of services offered by the network, this approach faces the practical challenges of real-time processing such as a limited computing and storage resources.
Mission confiée
The successful candidate will contribute to the development of advanced machine learning approaches for the processing of real-time signals in wireless communications systems, and in particular of the technique of channel charting [FGST23]. She or he will devise innovative theoretical approaches for distributed, real-time dimensionality reduction applied to multi-sensor systems; prototype these approaches trough simulations and/or lab experiments; write technical reports and articles for major conferences and journals in the field of wireless communications and machine learning; and regularly present the obtained results in scientific conferences and events.
The proposed topic lies at the crossroads of unsupervised machine learning, frugal AI, and signal processing for digital communications. It can lead to a number of directions ranging from theoretical machine learning to real-time implementation, depending on the skills and preferences of the candidate.
[FGST23] P. Ferrand, M. Guillaud, C. Studer, O. Tirkkonen, “Wireless Channel Charting: Theory, Practice, and Applications,” IEEE Communication Magazine, 2023.
Principales activités
The successful candidate will join the MARACAS research team of Inria (
The offered post-doctoral contract is for a fixed-term position funded by a collaborative research project. The candidate will have the opportunity to interact and collaborate with our high-profile partners from several high-profile European universities involved in the collaborative project funding the work. The candidate will be supervised by Dr. Maxime Guillaud.
Compétences
The candidate must hold a PhD degree (or must be about to obtain a PhD) in a relevant field such as: computer science, informatics, electronics, mathematics, or statistics.
Required skills:
fluent spoken and written technical english a strong background in machine learning, digital communications, statistical signal processing and/or information theory a solid publication track record familiarity with ScikitLearn, TensorFlow or Keras
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 (90 days / year) 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 under conditions
Rémunération
2788€ gross salary / month
-
Villeurbanne, Auvergne-Rhône-Alpes, France INRIA Temps pleinAbout the OpportunityInria has a postdoctoral research position available in the MARACAS team, focused on developing advanced machine learning approaches for real-time signal processing in wireless communication systems.Mission and ResponsibilitiesThe successful candidate will contribute to the development of novel machine learning techniques for...
-
Villeurbanne, Auvergne-Rhône-Alpes, France INRIA Temps pleinAbout the ProjectThis PhD position is part of the Nokia-Inria Federated Learning Challenge and will be hosted within the MARACAS team in the CITI Laboratory, a joint laboratory between Inria and INSA-Lyon. The position will be supervised by Dr Malcolm Egan and Prof. Jean-Marie Gorce (MARACAS) and Dr Alberto Conte and Marie-Line Alberia Morel (Networks...
-
AI Researcher for Federated Learning Development
il y a 2 semaines
Villeurbanne, Auvergne-Rhône-Alpes, France INRIA Temps pleinWe are seeking a highly skilled AI researcher to join our team at INRIA and contribute to the development of federated learning algorithms. This PhD position is part of the Nokia-Inria Federated Learning Challenge, a collaborative project between INRIA and Nokia Bell Labs.Federated learning systems enable model estimation without providing sensitive client...
-
Villeurbanne, France INRIA Temps pleinContexte et atouts du poste This PhD position is supported by the Nokia-Inria Federated Learning Challenge, and will be hosted within the MARACAS team in the CITI Laboratory (a joint laboratory between Inria and INSA-Lyon). The position will be supervised by Dr Malcolm Egan and Prof. Jean-Marie Gorce (MARACAS) and Dr Alberto Conte and Marie-Line...
-
Postdoctoral Researcher in Wireless Communications
il y a 3 semaines
Villeurbanne, Auvergne-Rhône-Alpes, France INRIA Temps pleinInria, the French national research institute for digital science and technology, is seeking a highly motivated Postdoctoral Researcher to join its project-team. The successful candidate will contribute to the design of waveforms and channel codes for uncoordinated wireless communications.Job DescriptionThe offered position focuses on the development of...
-
Villeurbanne, France INRIA Temps pleinContexte et atouts du poste This postdoctoral research position will be carried out in Inria Lyon, funded by the PEPR Networks of the Future programme. The candidate will be hosted within the MARACAS team in the CITI Laboratory, working primarily with Dr. Malcolm Egan. As the PEPR Networks of the Future programme is a national French collaboration,...
-
Phd Position F/m Goal-oriented Communications for
Il y a 6 mois
Villeurbanne, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria research centre in Lyon is the 9th Inria research centre, formally created in January 2022. It brings together approximately 300...
-
Postdoctoral Research Position in Task-Oriented Communications
il y a 4 semaines
Villeurbanne, Auvergne-Rhône-Alpes, France INRIA Temps pleinJob Opportunity at INRIA We are seeking a postdoctoral researcher to join our team at INRIA Lyon, funded by the PEPR Networks of the Future programme. The candidate will be hosted within the MARACAS team in the CITI Laboratory, working primarily with Dr. Malcolm Egan. This national French collaboration offers opportunities for interactions with other...
-
Villeurbanne, Auvergne-Rhône-Alpes, France INRIA Temps pleinResearch Opportunity at INRIAInria, the French national research institute for digital science and technology, is seeking a PhD candidate to contribute to the design of waveforms and channel codes for uncoordinated wireless communications.Project OverviewThe project focuses on the development of efficient approaches for wireless systems with massive-scale...
-
Post-doctoral Research Visit F/m First Class
Il y a 2 mois
Villeurbanne, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Thèse ou équivalent **Fonction **:Post-Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria research centre in Lyon is the 9th Inria research centre, formally created in January 2022. It brings together approximately 300...
-
Villeurbanne, France INRIA Temps pleinContexte et atouts du poste Inria is the French national research institute for digital science and technology. At Inria, more than 3900 researchers and engineers organized in 215 project-teams, most of which are shared with major research universities, explore new paths, often in an interdisciplinary manner and in collaboration with industrial...
-
PhD Position in Uncoordinated Multi-User Wireless Communications
il y a 4 semaines
Villeurbanne, Auvergne-Rhône-Alpes, France INRIA Temps pleinAbout the RoleInria is seeking a talented PhD candidate to join its research team in the field of wireless communication systems. The successful candidate will contribute to the design of waveforms and forward-error correction codes for wireless systems with massive-scale over-the-air contention between uncoordinated radio devices.Key ResponsibilitiesDevelop...
-
Phd Position F/m Latency-constrained Communications
Il y a 3 mois
Villeurbanne, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria research centre in Lyon is the 9th Inria research centre, formally created in January 2022. It brings together approximately 300...
-
Software Engineer with expertise in machine learning and data analysis
il y a 4 semaines
Villeurbanne, Auvergne-Rhône-Alpes, France Alstom Temps pleinJob Description:We are seeking a talented Software Engineer to join our team. As a key member of our engineering team, you will be responsible for designing, developing, and maintaining our software applications. Your primary focus will be on machine learning and data analysis.You will work closely with our cross-functional team to identify and prioritize...
-
Research Engineer for DC Network Protection Strategies
il y a 3 semaines
Villeurbanne, Auvergne-Rhône-Alpes, France SuperGrid Institute Temps pleinJob SummarySuperGrid Institute is seeking a highly skilled Research Engineer to work on the development of protection strategies for Multi Terminal DC (MTDC) networks. As a key member of our team, you will contribute to the design and implementation of innovative solutions for HVDC and MVDC power systems.Responsibilities:Collaborate with industrial and...
-
Senior Data Scientist
Il y a 6 mois
Villeurbanne, France ALSTOM Temps pleinReq ID:266821 Leading societies to a low carbon future, Alstom develops and markets mobility solutions that provide the sustainable foundations for the future of transportation. Our product portfolio ranges from high-speed trains, metros, monorail, and trams to integrated systems, customised services, infrastructure, signalling and digital mobility...
-
Research Engineer for DC Network Protection
il y a 3 semaines
Villeurbanne, Auvergne-Rhône-Alpes, France SuperGrid Institute Temps pleinOverviewSuperGrid Institute, a leading private company, is seeking a highly skilled Research Engineer to contribute to the development of protection strategies for Multi-Terminal DC (MTDC) networks.Within the framework of the SuperGrid Institute, the successful candidate will collaborate with industrial and academic partners to conduct research activities,...
-
Chercheur/ Chercheuse
Il y a 6 mois
Villeurbanne, France Université Grenoble Alpes Temps pleinType de recrutement: Poste ouvert en CDD - Quotité de travail: 100% - Niveau d'emploi: A - Chercheur - Durée du contrat: 10 mois - Localisation: LJK 700 Avenue centrale 38400 Saint Martin d'Hères Présentation de la structure Le poste sera situé à Grenoble au sein de l'Université Grenoble Alpes en France, et fera partie des groupes de recherche...
-
Research Engineer
il y a 1 mois
Villeurbanne, Auvergne-Rhône-Alpes, France SuperGrid Institute Temps pleinAt SuperGrid Institute, we are seeking a talented Research Engineer to join our team in the "High Voltage Switchgear and Cable" programme. This exciting opportunity will allow you to contribute to the development of new technologies applied to DC and AC high-voltage electrical networks.As a Research Engineer, you will be responsible for carrying out...
-
Phd Position F/m Exploring The Role of Gene
Il y a 6 mois
Villeurbanne, France Inria Temps pleinLe descriptif de l’offre ci-dessous est en Anglais_ **Type de contrat **:CDD **Niveau de diplôme exigé **:Bac + 5 ou équivalent **Fonction **:Doctorant **A propos du centre ou de la direction fonctionnelle**: The Inria research centre in Lyon is the 9th Inria research centre, formally created in January 2022. It brings together approximately 300...
