A*STAR

Senior Scientist (DMD Division/CPPS Group), SIMTech

A*STAR
ResearchSingaporeOnsitePosted 2 weeks ago

About the role

AI summarised

Lead and support R&D in applying Artificial Intelligence and Machine Learning to address complex manufacturing challenges, focusing on process monitoring, quality improvement, and reconfigurable systems within a smart manufacturing context.

ResearchOnsite

Key Responsibilities

  • Conduct research on ML/AI applications within smart manufacturing environments.
  • Develop and deploy robust ML pipelines adhering to MLOps best practices.
  • Apply advanced machine learning methods, including few-shot, transfer, and continual learning, to time series data.
  • Collaborate effectively within a multidisciplinary research team.
  • Ensure the development of scalable and reproducible ML workflows using containerization technologies.

Requirements

  • PhD in Computer Science, Engineering, or a closely related field with a focus on ML/AI.
  • Proven experience deploying Machine Learning models in production environments.
  • Proficiency in time series analysis and quality monitoring systems.
  • Familiarity with Docker and MLOps workflows.
  • Knowledge of advanced ML techniques such as few-shot learning or continual learning.