Roald Severtson

Independent Researcher History And Philosophy Of Machine Learning, AI And Statistics

Seattle, Washington, United States
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Summary

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Roald Severtson is an independent researcher and technical writer who combines seven years in AI/ML product documentation with decades of applied mathematics, hydrogeology, and environmental modeling experience. He has authored developer-facing content for AWS SageMaker and Braket, translating complex topics like AutoML, bias diagnosis, and quantum computing into practical guidance for data scientists. With formal training spanning Oxford modern history to graduate work in environmental engineering and conceptual foundations of science, he uniquely bridges history and philosophy of science with hands-on statistical and modeling practice. His background includes senior roles at Microsoft and Amazon and earlier leadership in forensic hydrogeology and groundwater remediation, reflecting a career that moves fluidly between field science and cloud-native ML. Notably, he frames technical problems through historiographical and philosophical lenses—examining the interplay between theory and data—which informs both his research and documentation. Based in Seattle, he brings a rare mix of quantitative rigor, narrative clarity, and environmental ethics to AI and statistics discourse.
code7 years of coding experience
job21 years of employment as a software developer
bookGraduate work, Environmental Engineering: Specialized in Modeling and Hydrogeology, Graduate work, Environmental Engineering: Specialized in Modeling and Hydrogeology at University of Washington
bookBA/MA, Modern History, BA/MA, Modern History at University of Oxford
bookBA and BS, awarded summa cum lauda, Four Majors: Mathematics, Physics, Chemistry, and Philosophy, BA and BS, awarded summa cum lauda, Four Majors: Mathematics, Physics, Chemistry, and Philosophy at University of Puget Sound
bookMasters, Conceptual Foundations of Science, Masters, Conceptual Foundations of Science at University of Chicago
languagesGerman, French, Latin, English, mexican spanish
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Stackoverflow

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Github Skills (24)

pytorch10
deploying10
python10
machine-learning-models10
jupyter10
data-science10
mxnet10
machine-learning10
inference10
amazon-web-services10
reinforcement-learning10
sagemaker10
amazon-sagemaker10
mlops10
deep-learning10

Programming languages (2)

Jupyter NotebookPython

Github contributions (5)

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aws-rbs/sagemaker-python-sdk

Dec 2019 - Jun 2022

A library for training and deploying machine learning models on Amazon SageMaker
Contributions:5 pushes, 1 branch in 2 years 6 months
deployingsagemakeramazon-sagemakerdeploying-machine-learningamazon
Example notebooks that show how to apply machine learning, deep learning and reinforcement learning in Amazon SageMaker
Contributions:2 pushes, 1 branch in 5 months
sagemakeramazon-sagemakerdeep-learningreinforcement-learningamazon
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Roald Severtson - Independent Researcher History And Philosophy Of Machine Learning, AI And Statistics