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Researcher - Machine Learning/Data analyst (BTI)
Researcher - Machine Learning/Data analyst (BTI)A*STAR • Singapur
Researcher - Machine Learning / Data analyst (BTI)

Researcher - Machine Learning / Data analyst (BTI)

A •STAR • Singapur
3 days ago
Job description

We are seeking a Machine Learning Scientist / Engineer to develop and deploy data-driven models that improve biomanufacturing processes for recombinant proteins, mRNA, cell and gene therapies. The role focuses on applying ML to upstream and downstream process data, analytical datasets, and manufacturing systems to enhance yield, quality, robustness, and process understanding of therapeutics.

Key Responsibilities

Machine learning and data analytics

  • Develop ML models for  process optimisation, prediction, and control , including yield, CQAs, aggregation, glycosylation, and impurity profiles.
  • Apply  supervised, unsupervised, and multivariate methods  (e.g. neural networks, regression, classification, clustering, PCA / PLS, Bayesian models).
  • Integrate  omics, analytical (LC-MS, spectroscopy), and process data  into unified modelling frameworks.
  • Perform feature engineering informed by  bioprocess and product knowledge .

Biomanufacturing applications

  • Digitially Improve AI driven  bioprocesses
  • Develop  soft sensors and digital twins  for real-time or near-real-time process monitoring.
  • Replace or augment design of experiments (DOE) with  ML-driven process optimisation .
  • Deployment and validation

  • Translate models into  production-ready tools  (Python / R, APIs, dashboards).
  • Perform model validation, versioning, and lifecycle management.
  • Collaborative environment

  • Work closely with  process scientists, analytical scientists, engineers, and quality teams .
  • Clearly communicate model assumptions, limitations, and impact to non-ML stakeholders.
  • Required qualifications

  • BSc or MSc in  Machine Learning, Data Science, Chemical / Biochemical Engineering, Bioinformatics, Systems Biology , or related field.
  • Strong programming skills in  Python  (e.g. scikit-learn, PyTorch, TensorFlow)
  • Solid understanding of  statistics, experimental design, and model validation .
  • Key competencies

  • Modelling mindset
  • Strong problem-solving and analytical skills
  • Excellent communication
  • What we offer :

  • Opportunity to apply ML to  real-world, high-impact manufacturing challenges
  • Collaborative environment at the interface of  AI, biology, and engineering
  • Exposure to cutting-edge therapeutics and advanced manufacturing platforms
  • Create a job alert for this search

    Researcher Machine LearningData analyst BTI • Singapur

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