Postdoc: Shape Edge AI with Adaptive Model Placement

Inria Palaiseau

Palaiseau

On-site

EUR 32,000 - 42,000

Full time

14 days+

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Job summary

1000scholars seeks a postdoctoral researcher to study AI model placement in IDNs, balancing model effectiveness, latency, and resource dynamics. You will work within a vibrant collaboration between Inria Saclay and Nokia AIRL to push forward multi-objective optimization and online learning for distributed inference across heterogeneous nodes.

The role involves synthesizing literature, conducting cutting-edge networking-AI research, and publishing in top venues.

Qualifications

  • Solid understanding of networking principles.
  • Experience with AI and networking research.
  • Ability to design and implement algorithms.
  • Strong written and verbal communication.

Responsibilities

  • Read and synthesize literature and state-of-the-art research.
  • Conduct cutting-edge research at the intersection of networking and AI.
  • Propose novel approaches for AI model placement.
  • Write research papers for top-tier conferences and journals.
  • Disseminate findings through talks and seminars.

Skills

Networking fundamentals
Programming for AI/Networking
Libraries & frameworks
Algorithms design
Optimization techniques
Communication skills
Team collaboration

Tools

Python
PyTorch
TensorFlow

Job description

1000scholars seeks a postdoctoral researcher to study AI model placement in IDNs, balancing model effectiveness, latency, and resource dynamics. You will work within a vibrant collaboration between Inria Saclay and Nokia AIRL to push forward multi-objective optimization and online learning for distributed inference across heterogeneous nodes.

The role involves synthesizing literature, conducting cutting-edge networking-AI research, and publishing in top venues.

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