Coulson Aviation

Machine Learning Engineer

• Own EmberWorks' fire behavior modeling effort from first integration to new methods
• Evaluate existing fire behavior modeling approaches and select the right fit for available data
• Build and implement models in an automated production pipeline using airborne thermal observations plus external fuel, weather, and terrain data
• Research and develop new modeling approaches using empirical, physical, and machine learning methods as appropriate
• Own model validation and interpretation by defining quality criteria, detecting bad outputs, and determining whether issues originate in the model or upstream data
• Define compute requirements for training and inference
• Work with the platform engineer to establish GPU and distributed computing resources and an efficient remote workflow
• Maintain connections with the academic fire science community
• Help EmberWorks engage with research partners
• Shape modeling approaches, validation methods, and how outputs reach users

Explore Machine Learning Scientist – Wildfire at Coulson Aviation. Review requirements and application details.

Machine Learning Scientist – Wildfire

• Own EmberWorks' fire behavior modeling effort, from first integration to new methods
• Evaluate existing fire behavior modeling approaches and select the right fit for EmberWorks' data
• Build and implement models in an automated production pipeline using airborne thermal observations plus external fuel, weather, and terrain data
• Research and develop new modeling approaches using empirical, physical, and machine learning methods as appropriate
• Own model validation and interpretation by defining quality standards, detecting bad outputs, and determining whether issues originate in the model or upstream data
• Define compute requirements for training and inference
• Work with the platform engineer to establish GPU and distributed computing resources and an efficient remote workflow
• Maintain connections with the academic fire science community
• Help EmberWorks engage with research partners
• Shape modeling approaches, validation methods, and how outputs reach users

Explore Machine Learning Wildfire Scientist at Coulson Aviation. Review requirements and application details.

Open roles

Machine Learning Scientist – Wildfire

Machine Learning Wildfire Scientist