3800 IT & Softwareentwickler Stellenangebote in Deutschland

Researcher (m/f/x) in Distributed Intelligence and Learning
38.000 - 55.000 €
Ruhr-Universität Bochum
Z 01 (Forum), Bochum
38.000 - 55.000 €
Anforderungen
Muss:
- Above-average Masters degree in machine learning, computer science, or a related field.
- Initial experience in publications in renowned transactions, journals, and the proceedings of reputable conferences are desirable.
- Strong background in machine learning and AI methodologies, distributed or federated learning.
- Good analytical skills and expertise in programming languages (Python, C/C++, Java), AI/ML frameworks (e.g., PyTorch, JAX), network simulators (e.g., ns-3, OMNeT++), and hardware development (e.g., FPGA, embedded systems).
- Knowledge of 5G and beyond technologies, edge computing is highly desirable.
- Ability to independently design, execute, and analyze experimental research.
- Excellent problem-solving skills and analytical thinking.
- Strong written and verbal communication skills in English.
- Ability to work both independently and as part of a multidisciplinary team.
- Experience in real-time systems and edge computing is preferred.
- Familiarity with AI-driven network management and orchestration.
- Knowledge of security and privacy issues in wireless communications.
- Competence in at least one of the campus languages (German or English) and the willingness to learn the other.
Verantwortlichkeiten
- Design and evaluate distributed learning algorithms that operate across heterogeneous nodes, exploring model splitting, collaborative inference, and adaptive training strategies.
- Investigate privacy-preserving and energy-efficient learning mechanisms and study the co-design of AI models and network architectures.
- Prototype and experimentally validate the proposed solutions on edge-cloud platforms and mobile network infrastructures, with results published in top-tier venues at the intersection of AI systems and networking.
- Work collaboratively with cross-functional teams, including hardware engineers, software developers, and other researchers to integrate AI solutions with network and cloud infrastructure.
- Publish research findings in high-impact journals and present at international conferences and symposiums to disseminate knowledge and advance the field.
- Assist in the management of research projects, including the preparation of reports, grant proposals, and progress updates.
- Help with teaching courses related to clouds and networks, contributing to curriculum development and providing support to students.
- Support the organization of online webinars, events, workshops, and conferences related to the Chairs activities.
Beschreibung
We are the Institute of Networked Energy-Efficient Systems at the Faculty of Electrical Engineering and Information Technology, Ruhr University Bochum, dedicated to advancing autonomous, energy-efficient cloud-based networks that support cutting-edge services and innovations. We offer challenging and varied tasks with a high level of independence, collaboration in a committed and supportive team, and extensive training opportunities. The position is full-time, fixed-term for 3 years, starting at the earliest possible date, based in the vibrant Ruhr metropolitan region with diverse cultural offerings.
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