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FRFraunhofer-Institut für Integrierte Schaltungen IIS

Research Associate – Deep Learning for Speech and Audio Coding(m/w/x)

Erlangen
Full-time, Part-timeWith Home Office
AI/ML
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Research in generative AI for speech and audio coding, developing transformer architectures. Expertise in deep learning and digital signal processing required. Hybrid work, flexible hours.

Requirements

  • Scientific degree (Master, Ph.D., or equivalent)
  • Degree in Electrical Engineering, Computer Science, Engineering Sciences, Media Technologies, or related field
  • Expertise in machine learning and deep neural networks
  • Expertise in generative AI (e.g. GANs, diffusion-based models, transformers)
  • Strong background in digital signal processing
  • Strong background in speech and audio processing/analysis
  • Good programming skills in Python
  • Good programming skills in C/C++
  • Good knowledge of deep learning frameworks (e.g., PyTorch)
  • Fluency in English

Tasks

  • Contribute to cutting-edge research in speech and audio coding
  • Investigate novel approaches to signal processing problems
  • Explore advanced machine learning techniques
  • Study generative AI techniques like GANs and DDPMs
  • Develop transformer architectures for speech and audio coding
  • Apply machine learning to represent and synthesize signals
  • Translate models into real-time solutions for mobile devices
  • Optimize solutions for resource-constrained embedded devices

Education

  • Master's degree

Languages

  • English – Fluent

Tools & Technologies

  • Python
  • C/C++
  • PyTorch
  • GANs
  • diffusion-based models
  • transformers

Benefits

Flexible Working

  • Flexible working hours
  • Hybrid work

Modern Office

  • Community rooms

Healthcare & Fitness

  • Sports courses
  • Free showers
  • Health management programs
  • Running groups

Team Events

  • Team events

Informal Culture

  • Positive work culture

Modern Equipment

  • State-of-the-art technologies

Learning & Development

  • Professional development seminars
  • Personal development seminars
  • Language courses

Mentorship & Coaching

  • Coaching

Career Advancement

  • Career program for female scientists

Parking & Commuter Benefits

  • Parking spaces
  • Covered bicycle parking

Sustainability Focus

  • Electric car charging stations

Public Transport Subsidies

  • Subsidized Deutschlandticket (jobticket)

Mental Health Support

  • Relaxation seminars
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