Internship AI-Driven RAN Optimization with NVIDIA AI Aerial Suite

il y a 6 jours


Massy, Île-de-France Nokia Temps plein

Job Description
At Nokia, we create technology that helps the world act together. As a B2B technology innovation leader, we are pioneering networks that sense, think and act by leveraging our work across mobile, fixed and cloud networks. In addition, we create value with intellectual property and long-term research, led by the award-winning Nokia Bell Labs. In France, Nokia has a strong technological base that relies on both cutting-edge Research and Development teams and very strong links with the French digital ecosystem. Our activities are spread over two major sites in Lannion (Côtes d'Armor) and Paris-Saclay (Massy and Nozay, Essonne).

The fusion of Artificial Intelligence (AI) and Radio Access Networks (RAN) or AI-RAN is fundamentally changing wireless communication by creating programmable, intelligent, self-optimizing, and highly efficient networks.

This internship focuses on exploring and developing AI applications within Radio Access Networks (RAN) using NVIDIA's AI Aerial suite / Sionna kit, performing practical experimentation and use-case validation. This internship offers a unique opportunity to delve into this cutting-edge field, leveraging NVIDIA's AI Aerial suite as a powerful platform designed for developing and deploying AI-driven solutions for wireless systems. The intern will contribute to identifying, developing, and experimenting with novel AI-RAN use cases that enhance network performance, resource management, and user experience.

How You Will Contribute And What You Will Learn
The primary objectives of this internship are to:

  • Gain a comprehensive understanding of AI-RAN concepts, architectures, and the capabilities of the NVIDIA AI Aerial suite.
  • Identify and analyze promising AI-RAN use cases relevant to next-generation wireless networks (e.g., 6G).
  • Develop and implement AI models and algorithms within the NVIDIA AI Aerial suite for selected use cases.
  • Design and execute experimental setups to validate the performance and benefits of the developed AI-RAN solutions.
  • Preparing a research paper in the field of computer science or telecom

Key Skills And Experience
Eligibility & Conditions

  • Duration: 6 months, full time
  • Location: In person, in France (Bell Labs / Nokia R&D site of Massy)
  • Language of work: English
  • Enrolment requirement: Currently pursuing Masters, or Ph.D. degree in Electrical Engineering, Computer Science, Telecommunications, or a related field

Required Skills

  • Good understanding of 5G RAN architecture
  • Experience in using and developing with opensource 5G emulators (e.g.: OAI)
  • Good academic background in Machine Learning
  • Strong programming skills in C++ and Python with experience in relevant AI/ML libraries (e.g., TensorFlow, PyTorch)
  • Hands-on experience in writing code that leverages NVIDIA GPUs for parallel computation using CUDA C++ is a plus
  • Hands-on experience using virtualization/orchestration tools such as containers, kubernetes is a plus
  • Ability to write clean, high-quality, maintainable code in research team environments
  • Clear written and spoken communication skills in English
  • Self-driven, research-minded, comfortable in a collaborative environment


  • Massy, Île-de-France Nokia Bell Labs Temps plein

    Job DescriptionWhat you will learn and contribute toMost recent breakthroughs driven by pioneering ML solutions have been feasible due to the continuous surge in computational capabilities of dedicated hardware platforms. Nevertheless, incorporating AI/ML solutions into networks entails a significant increase in computational resources to boost model...


  • Massy, Île-de-France Nokia Bell Labs Temps plein

    Job DescriptionFamily DescriptionAt Nokia, we create technology that helps the world act together. As a B2B technology innovation leader, we are pioneering networks that sense, think and act by leveraging our work across mobile, fixed and cloud networks. In addition, we create value with intellectual property and long-term research, led by the award-winning...


  • Massy, Île-de-France Nokia Bell Labs Temps plein

    Job DescriptionAt Nokia, we create technology that helps the world act together. As a B2B technology innovation leader, we are pioneering networks that sense, think and act by leveraging our work across mobile, fixed and cloud networks. In addition, we create value with intellectual property and long-term research, led by the award-winning Nokia Bell Labs....


  • Massy, Île-de-France CGG Temps plein

    Viridien ) is an advanced technology, digital and Earth data company that pushes the boundaries of science for a more prosperous and sustainable future. With our ingenuity, drive and deep curiosity we discover new insights, innovations, and solutions that efficiently and responsibly resolve complex natural resource, digital, energy transition and...


  • Massy, Île-de-France Viridien Temps plein

    Viridien ) is an advanced technology, digital and Earth data company that pushes the boundaries of science for a more prosperous and sustainable future. With our ingenuity, drive and deep curiosity we discover new insights, innovations, and solutions that efficiently and responsibly resolve complex natural resource, digital, energy transition and...


  • Massy, Île-de-France Quandela Temps plein

    Quandela stands as a global leader in quantum computing, driven by groundbreaking technology and a strategic vision for scaling quantum solutions. The company's unique ability to offer both hardware and software solutions, along with its commitment to build energy efficient datacenters and scalability, positions it to play a key role in the next wave of...


  • Massy, Île-de-France Quandela Temps plein

    Quandela stands as a global leader in quantum computing, driven by groundbreaking technology and a strategic vision for scaling quantum solutions. The company's unique ability to offer both hardware and software solutions, along with its commitment to build energy efficient datacenters and scalability, positions it to play a key role in the next wave of...


  • Massy, Île-de-France GE Vernova Temps plein

    Job Description SummaryÀ propos du rôleNous recherchons un Data scientist expérimenté, intéressé par la gestion de la performance des équipements électriques pour nous aider à élaborer des stratégies de maintenance plus intelligentes, à réduire les temps d'arrêt imprévus et à optimiser les performances des équipements industriels. Vous...


  • Massy, Île-de-France GE Vernova Temps plein

    Job Description SummaryÀ propos du rôleNous recherchons un Data scientist expérimenté, intéressé par la gestion de la performance des équipements électriques pour nous aider à élaborer des stratégies de maintenance plus intelligentes, à réduire les temps d'arrêt imprévus et à optimiser les performances des équipements industriels. Vous...


  • Massy, Île-de-France GE Vernova Temps plein

    À propos du rôleNous recherchons un Data scientist expérimenté, intéressé par la gestion de la performance des équipements électriques pour nous aider à élaborer des stratégies de maintenance plus intelligentes, à réduire les temps d'arrêt imprévus et à optimiser les performances des équipements industriels. Vous travaillerez en étroite...