Postdoctoral Research Visit F/M Distributed Machine Learning at the Network Edge: Enhancing AI Ecosystems

il y a 1 semaine


Technopole de Sophia Antipolis, France INRIA Temps plein

Context and Challenges

We are seeking a postdoctoral researcher to join our team at INRIA to work on distributed machine learning at the edge. The successful candidate will be part of a research project focused on enhancing the European edge AI ecosystem.

Background and Motivations

The Internet was initially designed for time-sharing, but it has evolved to support content delivery. Today, it is poised to play a crucial role in pervasive machine learning (ML) operation for both model training and prediction serving. Two key drivers are driving this shift: data generation at the edge and real-time inference.

Data Generation at the Edge

Data is often generated by users and devices at the edge of the network, making it impractical to collect and process in the cloud. Distributed learning systems are necessary to move computation closer to the data, enabling efficient and scalable ML operations.

Real-Time Inference

As AI systems become ubiquitous, inference must run in real-time to make timely and safe decisions in unpredictable environments. Running models in the cloud may not meet delay constraints, making it imperative to deploy services closer to the user at the network edge.

Research Topics

We are looking for a postdoc candidate to work on one or more of the following topics:

  • Distributed Inference
  • Online Learning Algorithms with Regret Guarantees
  • Distributed/Federated Learning
  • Machine Learning Privacy

Responsibilities and Expectations

The postdoc will actively participate in the EU project dAIEDGE, attending meetings and coordinating INRIA's contribution to deliverables. They will also collaborate with PhD students working on related topics.

Requirements and Qualifications

Candidates must hold a Ph.D. in Applied Mathematics, Computer Science, or a closely related field, with evidence of research productivity. Strong mathematical background, knowledge of machine learning, and good programming skills are required. Previous experience with PyTorch or TensorFlow is a plus.



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