Emplois actuels liés à Researcher in Incremental Machine Learning for Edge AI - Rennes, Bretagne - INRIA
-
Rennes, Bretagne, France INRIA Temps pleinResearch OpportunityThe INRIA is seeking a highly motivated and skilled PhD candidate to work on a research project focused on incremental deep learning for embedded systems. The project aims to design and develop resource-efficient algorithms for edge AI, enabling the deployment of AI models on resource-constrained devices. The successful candidate will...
-
PhD Position in Incremental Deep Learning for Embedded Systems
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionContext and ObjectivesThis PhD position is part of the Adapting project, which focuses on designing adaptive embedded hardware architectures for AI. The goal is to design new incremental machine learning algorithms that can serve as use cases in the Adapting project for other researchers who will focus on the hardware architecture...
-
PhD Position in Incremental Deep Learning for Embedded Systems
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionContext and ObjectivesThis PhD position is part of the Adapting project, which focuses on designing adaptive embedded hardware architectures for AI. The goal is to design new incremental machine learning algorithms that can serve as use cases in the Adapting project for other researchers who will focus on the hardware architecture...
-
PhD Position in Incremental Deep Learning for Embedded Systems
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionContext and ObjectivesThis PhD position is part of the Adapting project, which focuses on designing adaptive embedded hardware architectures for AI. The goal is to design new incremental machine learning algorithms that can serve as use cases in the Adapting project for other researchers who will focus on the hardware architecture...
-
PhD Position in Incremental Deep Learning for Embedded Systems
il y a 2 semaines
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionThis PhD position is part of the Adapting project, which focuses on designing adaptive embedded hardware architectures for AI. We are seeking a highly motivated PhD researcher to work on designing new incremental machine learning algorithms that can run on embedded systems with limited computational power, memory, and energy efficiency.Context...
-
Rennes, Bretagne, France INRIA Temps pleinJob Description:We are seeking a highly motivated PhD researcher to join our team at INRIA Rennes - Bretagne Atlantique Centre. As a PhD researcher, you will be working on a project focused on low-precision arithmetic for continual learning tasks on edge devices.Project Overview:While machine learning models have achieved impressive results in recent years...
-
PhD Position in Incremental Deep Learning for Embedded Systems
il y a 2 semaines
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionWe are seeking a highly motivated PhD student to join our team at INRIA and work on a project focused on designing adaptive embedded hardware architectures for AI. The PhD will investigate incremental learning of foundation models on embedded systems, with a focus on resource efficiency, privacy, and low energy consumption.Key...
-
Rennes, Bretagne, France INRIA Temps pleinPhD Researcher PositionThe Inria Rennes - Bretagne Atlantique Centre is seeking a highly motivated PhD researcher to investigate the performance impact of using low-precision arithmetic in the context of training and deploying continual learning systems on edge devices.About the ProjectThe goal of this thesis is to explore the use of low-precision arithmetic...
-
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionPhD Position in Continual Learning and Low-Precision ArithmeticInria Rennes - Bretagne Atlantique Centre is seeking a highly motivated PhD researcher to work on a project focused on continual learning and low-precision arithmetic for edge AI applications. The successful candidate will be part of the TARAN team and contribute to the development...
-
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionPhD Position F/M Exploring Low-Precision Arithmetic for Continual Learning Tasks on Edge DevicesInria Rennes - Bretagne Atlantique Centre is seeking a highly motivated PhD researcher to work on a project focused on continual learning and low-precision arithmetic for edge devices. The successful candidate will be part of the TARAN team and...
-
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionPhD Position F/M Exploring Low-Precision Arithmetic for Continual Learning Tasks on Edge DevicesInria Rennes - Bretagne Atlantique Centre is seeking a highly motivated PhD researcher to work on a project focused on continual learning and low-precision arithmetic for edge AI applications. The successful candidate will be part of the TARAN team...
-
Rennes, Bretagne, France INRIA Temps pleinJob Description:The Inria Rennes - Bretagne Atlantique Centre is seeking a highly motivated PhD researcher to work on a project focused on continual learning for edge devices. The successful candidate will be part of the TARAN team and contribute to the development of novel techniques for training and deploying continual learning systems on edge devices.Key...
-
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionPhD Position F/M Exploring Low-Precision Arithmetic for Continual Learning Tasks on Edge DevicesIn the context of the FAIRe project, we are seeking a highly motivated PhD researcher to investigate the performance impact of using low-precision arithmetic in the context of training and deploying continual learning systems on edge devices.The...
-
Rennes, Bretagne, France INRIA Temps pleinJob Description:The Inria Rennes - Bretagne Atlantique Centre is seeking a highly motivated PhD researcher to work on a project focused on continual learning and low-precision arithmetic for edge AI applications. The successful candidate will be part of the TARAN team and contribute to the development of novel techniques for training and deploying continual...
-
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionPhD Position in Continual Learning for Edge DevicesInria Rennes - Bretagne Atlantique Centre is seeking a highly motivated PhD candidate to work on a research project focused on continual learning for edge devices. The project aims to investigate the performance impact of using low-precision arithmetic in the context of training and deploying...
-
Rennes, Bretagne, France INRIA Temps pleinPhD Position F/M Continual Learning and Low-Precision Arithmetic on Edge DevicesAt INRIA, we are seeking a highly motivated PhD researcher to investigate the impact of low-precision arithmetic on continual learning tasks on edge devices. The successful candidate will be part of the TARAN team and contribute to the FAIRe project.Context: The position is...
-
Rennes, Bretagne, France INRIA Temps pleinJob DescriptionContext and Advantages of the PositionThe Odyssey team at INRIA is offering a PhD position in numerical ocean dynamics simulation, machine learning, and data assimilation. This position is part of a larger project aimed at improving our understanding, reconstruction, and forecasting of ocean dynamics.The team's expertise encompasses...
-
Rennes, Bretagne, France Institut Mines-Télécom Temps pleinJob DescriptionAt Institut Mines-Télécom, we are seeking a highly skilled Postdoctoral Researcher to join our Data Science department. The successful candidate will contribute to the development of research and teaching activities in the interdisciplinary field of data science, focusing on spontaneous e-learning from heterogeneous Web data.Main...
-
PhD Researcher in Fault-Tolerant AI Hardware
il y a 2 semaines
Rennes, Bretagne, France Inria Temps pleinAbout the PhD Researcher PositionThe Inria Rennes - Bretagne Atlantique Centre is seeking a highly motivated PhD researcher to work on the impact of hardware faults on AI decisions and algorithms developed to explain AI models.The PhD researcher will be responsible for analyzing the possible failure mechanisms affecting the hardware, deriving the...
-
Rennes, Bretagne, France INRIA Temps pleinPhD Position in Continual LearningThe Inria Rennes - Bretagne Atlantique Centre is a major player in the field of digital sciences, with a rich R&D and innovation ecosystem. We are seeking a PhD researcher to work on a project that aims to investigate the performance impact of using low-precision arithmetic in the context of training and deploying continual...
Researcher in Incremental Machine Learning for Edge AI
Il y a 2 mois
Context and Objectives
This PhD position is part of the Adapting project, which focuses on designing adaptive embedded hardware architectures for AI. The goal is to develop new incremental machine learning algorithms that can serve as use cases in the Adapting project for other researchers who will focus on the hardware architecture design.
Key Challenges
- Designing resource-efficient incremental learning algorithms that can run on embedded systems with limited computational power, memory, and energy efficiency.
- Developing algorithms that can handle real-time processing with low latency and deterministic behavior.
- Ensuring efficient updates while handling data locally to enhance privacy and security.
Research Objectives
- To investigate incremental learning of foundation models on embedded systems.
- To explore how state-of-the-art methods can be applied to these models, assessing the extent to which these existing techniques provide effective solutions to the problem of incremental learning.
- To develop and propose new methodologies specifically designed to enable foundation models to learn incrementally when deployed on embedded systems, ensuring that these models maintain performance and adaptability over time.
Requirements
- A master's degree in computer science, AI, or a closely related discipline.
- A strong background in computer science and mathematics.
- A scientific attitude and the ability to reason through problems.
- Excellent programming skills.
- The ability to communicate written and orally in English in a clear and precise manner.
- A pro-active and independent attitude as well as the ability to function well in a team environment.
Benefits
- Subsidized meals.
- Partial reimbursement of public transport cost.
Salary
A monthly gross salary amounting to 2100 euros.
