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Research Scientist - Control & Machine Learning

Gigaton · London

Today

HybridFull_timeindustrial process controlsystem identificationbayesian optimization

Workplace

Hybrid

Employment

Full_time

Location

London

Posted

Today

Summary

Research Scientist developing machine learning and control methods for autonomous optimisation of heavy industrial plants, with a focus on improving efficiency and reducing emissions. The role involves research, experiments, and collaboration to bring methods into production; flexible working is offered.

Responsibilities

  • Shape research agendas from live-plant challenges
  • Develop models for physical-system identification and control
  • Design experiments and establish strong baselines
  • Incorporate plant physics and constraints into algorithms
  • Evaluate methods and bring them into production
  • Investigate deployed performance and failures
pythonpandasnumpyscipypytorchcontrol theorydata-driven controlsystem identificationbayesian optimizationprobabilistic modelingphysics-informed machine learningimitation learningmodel-based reinforcement learningdual controlactive learning
industrial process controlsystem identificationbayesian optimizationmodel-based reinforcement learningindustrial decarbonization