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

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Job Description

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).

More Info

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About Company

The Agency for Science, Technology and Research (A*STAR) is a statutory board under the Ministry of Trade and Industry of Singapore.The agency supports R&D that is aligned to areas of competitive advantage and national needs for Singapore. These span the four technology domains of Manufacturing, Trade and Connectivity, Human Health and Potential, Urban Solutions and Sustainability, and Smart Nation and Digital Economy set out under the nation's five-year R&D plan (RIE2025).

Job ID: 143747471