PhD Position F/M: Efficient Execution of Artificial Intelligence Algorithms on Hybrid Architectures

il y a 4 semaines


Paris, Île-de-France INRIA Temps plein

Context and Advantages of the Position

The PhD thesis is funded by the Paris region program and hosted by the Kopernic team in Paris. The position involves working on the efficient execution of artificial intelligence algorithms on hybrid architectures, with a focus on probabilistic and non-probabilistic models. The successful candidate will have the opportunity to work on a project that combines theoretical and practical aspects of real-time systems and embedded systems.

Research Objectives

The main objectives of the thesis are to propose efficient scheduling algorithms for probabilistic embedded systems on hybrid architectures, to compare their energy performances with existing non-probabilistic algorithms, and to validate the results on a case study proposed by StatInf and on open-source benchmarks.

Main Activities

  • State of the art on probabilistic and statistical approaches as well as non-probabilistic architectures for hybrid architectures.
  • Proposal of multicore scheduling algorithms for Directed Acyclic Graph tasks on hybrid architectures where some tasks implement learning methods.
  • Proposal of energy-relevant versions of proposed algorithms.
  • Validation of the results on a case study proposed by StatInf, as well as on an open-source benchmark.

Required Skills and Level

Technical skills and level required: background on real-time systems is an advantage, but not necessary, while background on embedded systems is mandatory. Python is the main programming language, but being familiar with C/C++ code is expected. Languages: English and French.

Benefits

  • 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 and flexible organization of working hours (after 12 months of employment)
  • Professional equipment available (videoconferencing, loan of computer equipment, etc.)
  • Social, cultural and sports events and activities
  • Access to vocational training
  • Social security coverage


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