RESEARCHER POSITION IN COMMUNICATION NETWORK DIVISION
Descripción de la oferta de empleo
researcher (ESR) at pre-doctoral level in its Mobile Networks Department. The contract will be funded by EU-MSCA-GREENEDGE project, see https://greenedge-itn.eu/.
ESR Project title: Orchestration of deep learning models for communication and computing across EH edge nodes [GREENEDGE ESR4]
Contact names: Dr. Paolo Dini *****@***** and Dr.Marco Miozzo *****@*****
Application deadline: May 31, 2021
ESR Project Description: This project aims at designing and implementing distributed machine learning (ML) algorithms for edge devices with limited computational resources and energy budget from renewable energy. The algorithms may exploit distributed databases and servers to store the data (workload) and/or the computing models across multiple machines. The coordination among distributed, decentralized and concurrent algorithm steps must be achieved in spite of unreliable mobile communication links and intermittent ambient energy supply.
Expected Results: (1) A theoretical analysis of implementable and low-complexity distributed and/or decentralized ML algorithms at the edge; (2) Study how to carry out the entire learning process at the edge (including both training and inference); (3) A distributed control infrastructure and algorithm for communication and computing resource optimization in the presence of nodes powered by renewable energy; (4) A quantitative evaluation of the proposed solutions for selected application scenarios.
Supervision and Mobility Program: Once hired, the candidate: will work at CTTC, performing full-time research under the supervision of Dr. Paolo Dini. will be enrolled in the PhD program at UPC, under the supervision of Prof. Mario García Lozano. will additionally pursue two secondments at Carnegie Mellon University (Pittsburgh, USA) and Telenor ASA (Oslo, Norway), for a duration of 5 months each.
Requisitos del puesto
- At the time of recruitment, the applicant must not have lived in Spain for more than 12 months in the previous 36 months (3 years).
- No more than 4 years spent in research activities after the achievement of the MS degree.
- A Master’s degree in Data Science, Computer Science, Telecommunications or equivalent.
- Knowledge on machine learning and optimization theory.
- Ability and motivation to conduct high-quality research, including publishing the results in relevant venues.
- Programming skills (e.g., C/C++, Python, TensorFlow, Keras, PyTorch, SciKit, NumPy, R).
- Very good communication skills in oral and written English.
- Creativity, good sense of initiative, open-mindedness, strong integration skills and team spirit.
Desired Prerequisites skills:
- Knowledge on cloud computing and mobile networking.
- Experience on data mining, data analysis and deep learning is an advantage.
Required, means mandatory to pass the eligibility check. Preferred, means highly welcome and recommended. Desired, means additional, not strictly needed, but still very much appreciated.
Otros datos del puesto
The duration of the contract will be 3 years, starting between September and November 2021. The position corresponds to the R1 professional category at CTTC. The contract is subject to the rules of EU-MSCA-GREENEDGE Grant Agreement (including salary). You can find the details at: https://greenedge-itn.eu/phd-hiring-call/
Researchers interested in joining the Mobile Networks Department should send their curriculum vitae, and all the required documentation based on the following guide: https://greenedge-itn.eu/phd-hiring-call/
The application is made through the GREENEDGE website: https://guardiola.cttc.es/greenedge/form_papers.php
The Centre Tecnològic de Telecomunicacions de Catalunya (CTTC), in Castelldefels – Barcelona, is a growing and well-funded research institution fostering excellence and diversity. CTTC offers a highly international environment at an exceptionally attractive location. As a research centre in telecommunications technologies CTTC provides a fertile environment for research cooperation and innovation between different disciplines. The Communication Networks Division of CTTC aims at providing integrated view of complex network architectures. For more information, please visit http://networks.cttc.cat/. Inside the Communication Networks Division, the Mobile Networks department investigates methods to control complex network architectures through machine learning, optimal control and data analysis. For more information, please visit: http://networks.cttc.es/mobile-networks/research/sustainable-mobile-networks/
CTTC offers a young and multi-cultural environment aimed at fostering excellent research and development activities, providing access to an outstanding research network, top-tech labs, and all tools needed to conduct top-quality research and development activities.
CTTC seeks to increase the number of women in those areas where they are underrepresented and therefore explicitly encourages women to apply.
CTTC is committed to increasing the number of individuals with disabilities in its workforce and therefore encourages applications from such qualified individuals.
Detalles de la oferta
- 08860 - Av. Carl Friedrich Gauss 7
- Temporal, jornada completa
- Sin especificar
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