Research Fellow in Computer Engineering / Computer Science / Applied Mathematics

About Nanyang Technological University

Ranked among the world's leading universities, NTU Singapore is renowned for its vibrant research environment, particularly within its College of Computing and Data Science (CCDS). CCDS is distinguished by its exceptional academic programs, influential research output, and esteemed faculty. Situated in Asia's dynamic hub, the college fosters growth and learning, welcoming individuals passionate about advancing AI, Data Science, and Computing.

Key Responsibilities

• Engage in research focused on designing and analyzing efficient AI-for-Science systems using foundation models, including smaller language models, and parameter-efficient adaptation methods like LoRA; applying advanced optimization and deep learning techniques to enable scientific reasoning.
• Create software prototypes that automate research procedures by integrating autonomous discovery pipelines with state-of-the-art deep learning architectures, while managing practical issues such as data privacy and heterogeneous datasets.
• Work collaboratively with AI researchers to translate and validate AI-for-Science models in impactful application areas.
• Publish research findings in premier conferences and journals such as NeurIPS, ICML, ACL, ACM KDD, and IEEE TKDE.
• Contribute to supervising graduate students and actively participate in the research group's interdisciplinary and collaborative initiatives.

Required Qualifications and Skills

• A PhD or equivalent qualification in Computer Engineering, Computer Science, Applied Mathematics, or related fields is preferred.
• Strong foundational knowledge in machine learning and convex optimization techniques.
• Experience in software development related to machine learning is highly advantageous.
• Proficiency with Python programming and machine learning frameworks, especially PyTorch.
• Independent mindset, excellent analytical skills, proactive attitude, and ability to work effectively within a team.
• Superior verbal and written communication skills to facilitate teamwork.
• Deep expertise relevant to the specific research project domain.
• Proven track record in conducting innovative research and developing novel scientific approaches.
• Demonstrated capacity to formulate hypotheses, design robust experimental plans, and implement new experimental methodologies.
• Ability to foster collaborative research in multidisciplinary teams and monitor project advancements.
• Willingness to work flexibly, including outside regular hours when necessary.

Additional Information

Only candidates selected for further consideration will be contacted.

Hiring Institution: Nanyang Technological University (NTU)