A*STAR

Senior Research Scientist (DMD Division/CPPS Group), SIMTech

A*STAR
ResearchSingaporeOnsitePosted 1 day ago

About the role

AI summarised

Senior research scientist role focused on applying AI/ML to manufacturing challenges including process monitoring, quality improvement, and reconfigurable systems. Leads R&D efforts in smart manufacturing with emphasis on production-ready ML solutions.

ResearchOnsite

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
  • 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)