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PhD Position in Explainable and Frugal Audio Scene Description

il y a 1 mois


Paris, Île-de-France INRIA Temps plein

Job Opportunity

Inria Défense&Sécurité is seeking a PhD researcher to join its audio processing research team. The successful candidate will work under the supervision of Jean-François Bonastre and co-supervision of Raphaël Duroselle.

Research Focus

The PhD research will focus on developing a general framework for processing audio recordings for intelligence purposes. The goal is to propose a high-level application that presents a recording in the form of a summary report, highlighting its salient points.

Methodology

The approach will be inspired by textual description of video scenes and dialogue systems based on audio-visual scenes. The system will be based on the extraction of speech signal representations at different scales, possibly dedicated to different tasks. The representations will be embeddings extracted from deep neural networks, either generic or dedicated to each task.

Key Activities

  • Bibliography, development, and evaluation of deep learning systems;
  • Definition of a new task, definition of a corpus, and evaluation protocol;
  • Work on the alignment between self-supervised representations of the speech signal and large language models;
  • Weakly supervised system training;
  • System evaluation.

Requirements

The ideal candidate will have a Master's degree in computer science, mathematics, or phonetics. Strong interest in applied research, written and spoken English, signal processing, machine learning, and deep learning are essential. Experience with deep learning toolkits such as PyTorch or Keras and speech processing experience, knowledge of open-source toolkits such as Kaldi or SpeechBrain, are desirable.

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;
  • Possibility of teleworking and flexible organization of working hours;
  • Professional equipment available;
  • Social, cultural, and sports events and activities;

Salary

  • 1st and 2nd year: 2082 € brut - gross /month;
  • 3rd year: 2190 € brut - gross /month;