Machine Learning Engineer
CurrentLeveraging AI to perform gap-filling (cloud removal) for lake ice cover products.
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Sam Johnston is listed as Machine Learning Engineer at H2O Geomatics Inc., a with 4 employees, based in Waterloo, Ontario, Canada. AeroLeads shows a matched LinkedIn profile for Sam Johnston.
Sam Johnston previously worked as Machine Learning Researcher at H2O Geomatics Inc. and Machine Learning Researcher at H2O Geomatics Inc.. Sam Johnston holds Bachelor Of Mathematics, Computer Science from University Of Waterloo.
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I am fascinated by the complexity of natural systems. My studies in computer science combined with work experience in machine learning and data science have provided me with a unique toolkit for researching and modelling such systems. I use my background to advance methods in monitoring, modelling and analyzing complex natural systems.
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Leveraging AI to perform gap-filling (cloud removal) for lake ice cover products.
Kitchener, Ontario, Canada
Completing research project: application of spatial-temporal transformer networks for forecasting lake ice cover extent.
Kitchener, Ontario, Canada
Researching application of deep learning algorithms for forecasting lake ice cover extent.
Reading, England, United Kingdom
Experimentation with modifying the FLake (freshwater lake) model to consider snow accumulation over lake ice, within the ECLand component of the IFS (international forecasting system).
Waterloo, Ontario, Canada
Detecting deforestation events and other changes in land-use using SAR data.
Waterloo, Ontario, Canada
Researching, implementing and experimenting with novel machine learning architectures to handle spatial-temporal forecasting tasks.Publication: Deep Neural Network Modeling for CFD Simulations: Benchmarking the Fourier Neural Operator on the Lid-Driven Cavity Case, https://doi.org/10.3390/app13053165
Waterloo, Ontario, Canada
Applying machine learning models to hydrological datasets for prediction and forecasting tasks, in addition to investigating the mechanisms of nutrient pollution.Publication: A Random Forest in the Great Lakes: Stream Nutrient Concentrations Across the Transboundary Great Lakes Basin, https://doi.org/10.1029/2021EF002571
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Sam Johnston works for H2O Geomatics Inc..
Sam Johnston is listed as Machine Learning Engineer at H2O Geomatics Inc..
Sam Johnston is based in Waterloo, Ontario, Canada while working with H2O Geomatics Inc..
Sam Johnston has worked for H2O Geomatics Inc., European Centre For Medium-Range Weather Forecasts, Lakes Environmental Software, and University Of Waterloo.
Sam Johnston's colleagues at H2O Geomatics Inc. include Jaya Sree Mugunthan and Yuhao Wu.
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Sam Johnston holds Bachelor Of Mathematics, Computer Science from University Of Waterloo.
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