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Research Fellow

External
SINGAPORE UNIVERSITY OF TECHNOLOGY AND DESIGN logoSingapore University Of Technology And Design · Singapore University Of Technology And Design, Singapore
S$66K–S$120K/yrContractUnknown1d ago
Machine LearningMATLABPythonPyTorch
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About the role

We are in search of a highly motivated and accomplished Research Fellow to join our team and significantly contribute to our ongoing research project "Towards Carbon-Aware Computing and Learning in Wireless Networks: Optimization, and Algorithms, and Analysis". The successful candidate will collaborate closely with our research team, working on the development of novel algorithms and methodologies for carbon-aware computing and learning. This role offers an exciting opportunity to engage in cutting-edge research and have a substantial influence on the field.

Responsibilities

  • Undertake research in the interdisciplinary fields of computer and wireless networks, and machine learning, with a primary focus on pioneering algorithms and optimization methodologies on carbon aware distributed computing, and carbon aware federated learning.
  • Design and execute experiments to validate the proposed approaches.
  • Stay up-to-date with the latest advancements in sustainable computing, wireless and communication networks, federated learning, and related fields, and integrate new findings into research projects.
  • Prepare research papers for publication in prestigious conferences and journals, and prepare standardization contributions for submission to standardization bodies.
  • Deliver presentations on research findings at conferences and other pertinent events.
  • Who We're Looking For
  • A PhD degree in Electrical Engineering, Computer Science, or a related discipline, with background in either optimization or machine learning.
  • A strong background in optimization algorithms for networks, machine learning, or convergence theory.
  • Proficiency in programming languages such as Python, C++, or MATLAB.
  • Experience with relevant software libraries and frameworks, such as Pytorch.
  • A solid grasp of mathematical concepts related to optimization for networks and data centers, or proving convergence of algorithms.
  • A proven track record of publishing research papers in esteemed conferences or journals.
  • Excellent problem-solving and analytical abilities.
  • Strong communication skills and the capability to work effectively in a collaborative research environment.

Additional Information

About SUTD SUTD is the world's first Design AI university. With Design AI, artificial intelligence is treated as a partner and a member of the team - not just a tool. As a result of this unique SUTD treatment, AI and humans brainstorm, spar and prototype together, resulting in solutions that are elevated several-fold. This human-AI team concept has been made possible because of SUTD's unique cohort-based interdisciplinary pedagogy. As a trailblazer in the field of design and technology education and research, SUTD has been pioneering innovative programmes and initiatives since its formation 16 years ago. As part its new mid-term growth strategy called SUTD Leap, it will work closely with industry to co-create solutions in both education and research - for a better world.


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