A*STAR

Senior Scientist (DMD Division/CPPS Group), SIMTech

A*STAR
ResearchSingaporeOnsitePosted 1 month ago

About the role

Lead R&D applying AI/ML to manufacturing challenges such as process monitoring, quality improvement, and reconfigurable systems, developing scalable ML pipelines and advanced predictive models.

ResearchOnsite

Key Responsibilities

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

Requirements

  • PhD in Computer Science, Engineering, or related field with focus on ML/AI
  • Proven experience deploying ML models in production environments
  • Proficiency in time series analysis and quality monitoring systems
  • Familiarity with Docker and MLOps best practices
  • Knowledge of advanced ML techniques such as few-shot, transfer, and continual learning
  • Strong Python programming skills and experience with ML frameworks like PyTorch or TensorFlow