SIMTech, a research institute under A*STAR, advances high-value manufacturing technologies to boost Singapore’s industrial competitiveness.
The
Digital Manufacturing Division
pioneers digital solutions for smart, reconfigurable manufacturing systems, driving innovation for Industry 5.0.
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.
Strong Python skills; experience with ML frameworks (PyTorch/TensorFlow).
Exposure to cloud platforms (AWS, GCP, Azure).
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