All Jobs/Senior Scientist (DMD Division/CPPS Group), SIMTech
A*STAR
A*STAR

Senior Scientist (DMD Division/CPPS Group), SIMTech

Singapore Institute of Manufacturing Technology

Location

Singapore

Department

Singapore Institute of Manufacturing Technology

Posted

1 month before

Full Job Description

Role Summary

Role Summary

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.

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.). 

Preferred Skills

  • 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).