Artificial Intelligence Researcher
4 days ago
SINGAPORE-MIT ALLIANCE FOR RESEARCH AND TECHNOLOGY CENTRE is a leading research institution dedicated to advancing the state of the art in data-efficient machine learning. Our team of experts is committed to exploring new frontiers in artificial intelligence and pushing the boundaries of what is possible.
About the Role
We are seeking a highly motivated Postdoctoral Associate to join our team. The successful candidate will be responsible for investigating how data-efficient and resource-efficient techniques can be applied in the context of large language models (LLMs). This includes researching topics such as data attribution, data selection/reweighting, data valuation, data curation, Bayesian optimization, and retrieval-augmented generation.
Key Responsibilities
-Conduct research on data-efficient machine learning in the context of LLMs
-Investigate how various concepts can be applied in the context of LLMs
-Develop, implement, and evaluate experiments to characterise the feasibility and performance of proposed research ideas
-Collaborate with PhD and undergraduate students to publish research results in top-tier conferences and journals
Requirements
-Currently has or is in the process of obtaining a Ph.D. degree in Computer Science, Machine Learning, Artificial Intelligence, or other related disciplines
-Strong publication record at premier AI/ML venues such as ICML, ICLR, NeurIPS, or similar
-Strong proficiency in programming
-Strong proficiency in English and communication skills
-Experience with machine learning and deep learning frameworks such as Pytorch, among others
Benefits
The postdoctoral fellow will have the opportunity to collaborate with PhD and undergraduate students, as well as other Postdoctoral Fellows, within our research groups. Joint advising by Prof. Daniela Rus, Prof. Alex 'Sandy' Pentland, and Assoc. Prof. Bryan Low provides a unique opportunity for professional growth and development.
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