PhD Position F/M Exploring Low-Precision Arithmetic for Continual Learning Tasks on Edge Devices
il y a 7 jours
Job 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 Responsibilities:
- Investigate the performance impact of using low-precision arithmetic in the context of training and deploying continual learning systems on edge devices.
- Propose task-aware number format precision switching strategies and custom hardware architectures for continual learning tasks.
- Implement, test, and adapt various low-precision variants of continual learning methods (replay, regularization, and parameter isolation).
Requirements:
- Strong background in computer science and hardware design.
- Excellent grasp of hardware design languages (e.g., VHDL or Verilog).
- Good programming skills in Python/C++.
- Good understanding of continuous optimization algorithms.
What We Offer:
- Subsidized meals.
- Partial reimbursement of public transport costs.
- Possibility of teleworking (90 days per year) and flexible organization of working hours.
- Partial payment of insurance costs.
Salary: Monthly gross salary amounting to 2100 euros for the first and second years and 2200 euros for the third year.
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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...
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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...
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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...
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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...
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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 investigate the performance impact of using low-precision arithmetic in the context of training and deploying continual learning systems on edge devices.The...
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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...
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