Postdoctoral Fellow — Ocean ML Forecasting & Uncertainty

Exeter

Mabe Burnthouse

Hybrid

GBP 35,000 - 44,000

Full time

7 days ago
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Benefits offered by this job

Intellectual freedom
External engagement support
Exeter Academic program
Staff benefits package
Beautiful campus

Job summary

The University of Exeter invites applications for a Postdoctoral Research Associate or Fellow to join the Department of Engineering at Penryn Campus, Cornwall. The role focuses on developing a novel observation-based machine learning ocean forecasting system, in collaboration with the UK Met Office and Oshen, with emphasis on uncertainty quantification.

The successful candidate will design Python-based uncertainty propagation within a 3D forecasting pipeline, build adaptive sampling methods, and

Qualifications

  • PhD in oceanography, ML, statistics, mathematics or engineering (or equivalent).
  • Ability to work within established research programmes and communicate progress.
  • Experience with uncertainty quantification methods is a plus.

Responsibilities

  • Design and implement uncertainty propagation methods in Python for a 3D machine learning forecasting pipeline.
  • Develop adaptive spatial sampling algorithms and verify the framework using real data and autonomous vessel deployments.
  • Lead simulation development, interpret model outputs, and publish findings.

Skills

Python
Machine learning

Education

PhD (or near completion)

Job description

The University of Exeter invites applications for a Postdoctoral Research Associate or Fellow to join the Department of Engineering at Penryn Campus, Cornwall. The role focuses on developing a novel observation-based machine learning ocean forecasting system, in collaboration with the UK Met Office and Oshen, with emphasis on uncertainty quantification.

The successful candidate will design Python-based uncertainty propagation within a 3D forecasting pipeline, build adaptive sampling methods, and

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