AI Research Internship: Optimizing mmWave Deployments
il y a 4 jours
We are a world leader in the rapidly changing environment of communications technology, providing hardware, software, and services to enable the full value of connectivity.
Why Choose Ericsson?You'll play a part in using your skills and creativity to push the boundaries of what's possible, building never-seen-before solutions to some of the world's toughest problems.
Our Purpose and VisionTo create connections that make the unimaginable possible. A world where limitless connectivity improves lives, redefines business, and pioneers a sustainable future.
About This OpportunityThe exponential increase of mobile traffic due to video and virtual reality applications results in high energy consumption. To make 5G and future 6G services sustainable, it is essential to reduce the telecom network carbon footprint. AI-driven management of radio RAN resources guided by intents can ensure performance while minimizing energy consumption.
Key Responsibilities- Investigate different solutions using Multi-agent Reinforcement Learning (RL) for automating SSB codebook selection in high mmWave environments.
- Familiarize yourself with the simulator and customized Gym SSB-environment, review existing literature and frameworks on Multi-agent RL.
- Propose novel Multi-agent RL techniques and adapt the environments to incorporate service differentiation among UEs.
- Evaluate algorithm performance through simulations or experiments in realistic scenarios.
- Good understanding of Machine Learning algorithms (Reinforcement Learning, Generative-AI, Neural Networks, times series, etc.).
- Good foundation in practical programming skills, experience in Python and in using scientific Python packages such as PyTorch, Scikit-learn, Numpy, etc.
- Background in telecommunication networks will be appreciated, although not a must.
- Excellent communication skills both in written and spoken English.
Interns who join us will enjoy an outstanding chance to make connections, to make change, to make a real difference. We are always looking for interns to become permanent members of our Ericsson team, so you'll have the opportunity to discuss your future with us during your internship.
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