Data-Efficient Machine Learning Researcher at Singapore-MIT Alliance

16 hours ago


Singapore SINGAPORE-MIT ALLIANCE FOR RESEARCH AND TECHNOLOGY CENTRE Full time
Research Opportunity

We are seeking a highly skilled Data-Efficient Machine Learning Researcher to join our team at the Singapore-MIT Alliance for Research and Technology Centre. This is an exciting opportunity to contribute to cutting-edge research in machine learning, working closely with top researchers from MIT.

The successful candidate will have the chance to investigate innovative techniques for data-efficient machine learning, such as data attribution, data selection/reweighting, data valuation, data curation, Bayesian optimization, and active learning, in the context of large language models (LLMs). They will also collaborate with other PhD and undergraduate students to publish research results in top-tier conferences and journals.

This role offers a unique opportunity to work on real-world problems and advance the state-of-the-art in machine learning. The researcher will be jointly advised by Prof. Daniela Rus, Prof. Alex 'Sandy' Pentland, and Assoc. Prof. Bryan Low, and based at SMART in Singapore.

Responsibilities
  • Investigate and develop novel techniques for data-efficient machine learning in LLMs.
  • Collaborate with other researchers to publish high-quality research papers.
  • Contribute to the design and implementation of experiments to evaluate the feasibility and performance of proposed research ideas.

The ideal candidate will have a strong publication record in AI/ML venues, proficiency in programming languages such as Python, experience with machine learning frameworks like PyTorch and TensorFlow, and excellent communication skills. They will also have a solid understanding of computer science, machine learning, or related disciplines.

Requirements
  • Degree or Master's Degree in Computer Science, Machine Learning, Artificial Intelligence, or related fields.
  • Strong publication record in premier AI/ML venues.
  • Proficiency in programming languages such as Python.
  • Experience with machine learning frameworks like PyTorch and TensorFlow.
Salary and Benefits

Salary: SGD 80,000 - 120,000 per annum, depending on experience.

The researcher will also receive a range of benefits, including access to state-of-the-art research facilities, opportunities for professional development, and a dynamic and supportive work environment.



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