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PhD Student - Machine Learning for Wireless Communications

Huawei Austria
Found 2 months ago
Location
Munich, Germany
Duration (Months)
18 Months
Time
Not disclosed
Work Mode
Not disclosed
Salary
Not disclosed
Visa Help
Not disclosed
Last Verified
1 month ago

Education

  • Master

Skills & Qualifications

Technical Skills

  • Machine Learning
  • deep learning
  • wireless communications
  • Python
  • PyTorch
  • TensorFlow
  • JAX
  • ML/AI for 6G wireless systems
  • neural transceivers
  • ML-based channel estimation and detection
  • generative models
  • sequence-based models
  • self-supervised learning approaches
  • PHY/MAC ML topics
  • simulation environments
  • ML-enabled wireless communication systems

Soft Skills

  • Strong problem-solving skills
  • the ability to work both independently and as part of a multidisciplinary team

Job Description

Conduct advanced research on ML/AI for 6G wireless systems, focusing on neural transceivers, ML-based channel estimation and detection, or related topic. Investigate state-of-the-art model architectures—including generative models, sequence-based models, and self-supervised learning approaches applied to 6G communication systems. Provide technical support for contributions to industrial/standardization bodies (e.g., 3GPP, ETSI, …) with an emphasis on PHY/MAC ML topics. Build and improve simulation environments for ML-enabled wireless communication systems to enable realistic performance evaluation. Publish high-quality research papers in top-tier scientific journals and conferences.

Requirements

  • A completed Master’s degree (or equivalent) in Machine Learning, Electrical Engineering, Telecommunications, Computer Science, or a related field
  • Solid theoretical and practical knowledge of Machine Learning, particularly deep learning techniques; experience with their application to communication systems is a plus
  • Solid knowledge of wireless communications
  • Experience with Python and machine learning libraries such as PyTorch, TensorFlow, or JAX is a plus
  • Strong problem-solving skills and the ability to work both independently and as part of a multidisciplinary team
  • Fluency in English (both spoken and written)

Related Field

  • AI & Machine Learning

Related Subfield

  • Applied Machine Learning

Languages

  • English

Nice to Haves

  • experience with their application to communication systems is a plus
  • Experience with Python and machine learning libraries such as PyTorch, TensorFlow, or JAX is a plus
▶Apply Now

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