Emplois actuels liés à PhD Position F/M Workflow Provenance and Its Application to Explainable and Transparent Artificial Intelligence - Rennes, Bretagne - INRIA
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Rennes, Bretagne, France INRIA Temps pleinResearch Position in Artificial Intelligence Transparency and ExplainabilityThe KerData team at INRIA is seeking a highly motivated PhD candidate to work on a research project focused on advancing the transparency and explainability of Artificial Intelligence (AI) systems. The project aims to investigate mechanisms to formalize, capture, store, and manage...
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Rennes, Bretagne, France INRIA Temps pleinResearch Position in AI Transparency and ExplainabilityThe KerData team at INRIA is seeking a highly motivated PhD candidate to contribute to the advancement of AI transparency and explainability. The successful candidate will work on the development of mechanisms to formalize, capture, store, and manage metadata in AI-powered workflows.Research...
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PhD Position in Trustworthy AI Hardware Architectures
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinContext and Background:As the field of Artificial Intelligence (AI) continues to advance, the need to distribute AI applications from the cloud to edge devices has become increasingly important. This trend aims to address issues related to data privacy, bandwidth limitations, power consumption reduction, and low latency requirements, particularly in...
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PhD Position in Trustworthy AI Hardware Architectures
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinContext and BackgroundThe increasing need to distribute Artificial Intelligence (AI) applications from the cloud to edge devices has led to a growing trend of designing custom and embedded AI Hardware architectures (AI-HW) to support energy-intensive data movement, speed of computation, and large memory resources that AI requires to achieve its full...
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PhD Position in Trustworthy AI Hardware Architectures
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinContext and BackgroundAs the demand for Artificial Intelligence (AI) applications grows, there is an increasing need to distribute AI applications from the cloud to edge devices. This trend aims to address issues related to data privacy, bandwidth limitations, power consumption reduction, and low latency requirements, especially for real-time, mission- and...
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PhD Position in Trustworthy AI Hardware Architectures
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinContext and BackgroundThe increasing need to distribute Artificial Intelligence (AI) applications from the cloud to edge devices has led to a growing trend of designing custom and embedded AI Hardware architectures (AI-HW) to support energy-intensive data movement, speed of computation, and large memory resources that AI requires to achieve its full...
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Rennes, Bretagne, France INRIA Temps pleinCompany OverviewInria, a leading research institution, invites applications for a PhD position in the field of immersive social interactions and inclusive virtual environments. Our team is dedicated to advancing the understanding and improvement of human interactions in social extended reality.
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Rennes, Bretagne, France IPAC Online Temps pleinAbout the RoleWe are seeking a skilled Software Engineer to join our team. The ideal candidate will have expertise in artificial intelligence and machine learning.The successful candidate will be responsible for designing, developing, and implementing scalable software solutions. This will involve working closely with cross-functional teams to identify...
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PhD Position F/M Reliable Deep Neural Network Hardware Accelerators
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinContext and BackgroundDeep Neural Networks (DNNs) are currently one of the most intensively and widely used predictive models in the field of machine learning. DNNs have proven to give very good results for many complex tasks and applications, such as object recognition in images/videos, natural language processing, satellite image recognition, robotics,...
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PhD Position in Ocean Dynamics Simulation and Machine Learning
il y a 4 semaines
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PhD Position in Ocean Dynamics Simulation and Machine Learning
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinJob OpportunityThe Odyssey team at INRIA is seeking a PhD candidate to work on numerical ocean dynamics simulation, machine learning, and data assimilation.The team's expertise encompasses mathematical and numerical modelling of ocean flows, observational and physical oceanography, data assimilation, and machine learning.The PhD student will collaborate with...
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PhD Position in Human Interactions in Social eXtended Reality
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinProject ContextMETA-TOO is a European project that aims to investigate gender-based inappropriate social interactions in the Metaverse. The project is placed at the intersection of VR/AR uptake, and social, behavioral, and technological research. In this fast-evolving digital environment, META-TOO addresses the urgent matter of abusive behavior within the...
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PhD Position in Incremental Deep Learning for Embedded Systems
il y a 3 semaines
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...
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PhD Position in Modeling and Simulation of Exascale Storage Systems
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinContext and ObjectivesThis PhD thesis is part of the NumPEx project, a key national initiative aimed at co-designing the software stack for the exascale era and preparing applications accordingly. The thesis will be co-supervised by Inria and CEA, with collaborations expected within NumPEx with various partners.Research TeamThe thesis will be hosted by the...
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PhD Position in Osmotic Energy
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PhD Position in Unconventional AI Accelerator Reliability Enhancement
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinPhD Position in Unconventional AI Accelerator Reliability EnhancementAt INRIA, we are seeking a highly motivated PhD student to join our research team and contribute to the development of novel AI accelerator architectures.About the ProjectThe goal of this PhD project is to investigate the reliability of unconventional AI accelerators, specifically those...
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PhD Position in Human Interactions in Social eXtended Reality
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinProject OverviewMETA-TOO is a European project that aims to investigate gender-based inappropriate social interactions in the Metaverse. As a PhD researcher, you will be part of a team that focuses on creating safe and inclusive online interactions in immersive applications.Research TopicsThe project addresses two main research topics: the impact of avatar...
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PhD Position in Incremental Deep Learning for Embedded Systems
il y a 4 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...
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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...
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PhD Position F/M Reliable Deep Neural Network Hardware Accelerators
il y a 4 semaines
Rennes, Bretagne, France INRIA Temps pleinContext and ObjectivesThe goal of this PhD thesis is to design and develop an optimized algorithm-level fault injection framework to assess the resilience of DNN hardware accelerators to hardware faults. This framework will enable the application of low-cost selective fault-tolerance strategies.Main ActivitiesThe PhD student will design and develop a...
PhD Position F/M Workflow Provenance and Its Application to Explainable and Transparent Artificial Intelligence
il y a 1 mois
The KerData team at Inria is seeking a highly motivated PhD researcher to work on a project focused on workflow provenance and explainable AI. The successful candidate will contribute to advancing the research on AI transparency and explainability, addressing the growing concerns about ethical and practical implications of AI applications.
Research ObjectivesThe project aims to investigate mechanisms to formalize, capture, store, and manage metadata in AI-powered workflows. The researcher will explore the relationship between model provenance, metadata, and model behavior, aiming to decipher how architectural and algorithmic characteristics impact the model's outcome.
MethodologyThe researcher will build upon previous work and active research of the members in the supervisory team in the USA and France. The methodology centers on analyzing the AI model life-cycle, enabling technologies, and infrastructures, using taxonomies for neural network metadata as a starting point. The researcher will formalize similar taxonomies for other machine learning methods and develop a methodology to elucidate the connections between the formalized provenance metadata and model behavior.
RequirementsThe successful candidate will have an excellent academic record in computer science courses, knowledge on distributed systems and data management systems, strong programming skills (Python, C/C++), and ability and motivation to conduct high-quality research, including publishing the results in relevant venues. Very good communication skills in oral and written English are also required.
AdvantagesThe researcher will benefit from a subsidized meal plan, partial reimbursement of public transport costs, possibility of teleworking (90 days per year) and flexible organization of working hours, and partial payment of insurance costs.
RemunerationThe monthly gross salary will amount to 2100 euros for the first and second years and 2190 euros for the third year.
