A*STAR

Senior Scientist (DMD Division/CPPS Group), SIMTech

A*STAR
ResearchSingaporeFull-time1 weeks ago

About the role

AI summarised

We seek a Machine Learning Scientist to lead and support R&D in applying AI/ML to manufacturing challenges, particularly in process monitoring, quality improvement, and reconfigurable systems at SIMTech.

ResearchFull-time

Key Responsibilities

  • Conduct research on ML/AI applications in smart manufacturing.
  • Develop & deploy ML pipelines with MLOps practices.
  • Work with time series data for predictive modeling.
  • Apply advanced ML methods: few-shot, transfer, continual learning.
  • Collaborate in a multidisciplinary team.
  • Ensure scalable and reproducible ML workflows using Docker.

Requirements

  • PhD in Computer Science, Engineering, or related field (focus on ML/AI).
  • Proven experience with ML in production environments.
  • Proficient in time series analysis & quality monitoring systems.
  • Familiar with Docker and MLOps best practices.
  • Knowledge of advanced ML techniques (few-shot, continual learning, etc.).
  • Knowledge of predictive shopfloor analytics, especially predictive maintenance management and predictive quality management.
  • Background in smart/digital manufacturing.
  • Familiarity with Industry 5.0 and reconfigurable systems.
  • Strong Python skills; experience with ML frameworks (PyTorch/TensorFlow).
  • Exposure to cloud platforms (AWS, GCP, Azure).