Earth Observation ML Research Associate

Nanyang Technological University

Singapore

On-site

SGD 50,000 - 84,000

Full time

7 days ago
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Job summary

Nanyang Technological University Singapore (NTU) invites applications for a Research Associate in Machine Learning for Earth Observation. The role focuses on developing self-supervised, temporal and multimodal models for satellite image time series and geospatial data to study coastline change, land subsidence, urban expansion and vegetation monitoring.

The position offers access to high-performance GPU computing, close supervision, and opportunities to explore vision-language models, agentic AI

Qualifications

  • Master's degree in computer science, electrical engineering, remote sensing, geomatics, civil and environmental engineering or a related field.
  • Knowledge of machine learning and deep learning.
  • Experience with remote sensing or geospatial data; knowledge of SAR interferometry is a plus.
  • Proficiency in Python and PyTorch on Linux/GPU computing; experience with foundation models, vision-language models or AI agents is a plus.
  • Good communication skills; able to work independently and in a team.
  • Self-driven and interested in pursuing a PhD.

Responsibilities

  • Develop deep learning models for satellite image time series and multimodal Earth observation data.
  • Develop next generation geospatial foundation models, such as carbon minimization.
  • Explore methods in ML for Earth observation, including vision-language and multimodal LLMs linking satellite data with text.
  • Apply models to coastline change, land subsidence, urban expansion and vegetation monitoring.
  • Build scalable pipelines on high-performance and cloud computing; maintain open-source code and datasets.
  • Prepare data and reference labels, evaluate models and maintain open-source code.
  • Write papers and reports, present results and support the research group.

Skills

Machine learning
Deep learning
Communication skills
Independent work
Teamwork

Education

Master's degree

Tools

Python
PyTorch
Linux
GPUs

Job description

Nanyang Technological University Singapore (NTU) invites applications for a Research Associate in Machine Learning for Earth Observation. The role focuses on developing self-supervised, temporal and multimodal models for satellite image time series and geospatial data to study coastline change, land subsidence, urban expansion and vegetation monitoring.

The position offers access to high-performance GPU computing, close supervision, and opportunities to explore vision-language models, agentic AI

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