Ian Magnusson

Student Researcher at Ai2

Seattle, Washington, United States
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Summary

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Ian Magnusson is a Predoctoral Young Investigator and student researcher focused on the science of language models, with seven years of research and applied ML experience at AI2, AWS, and SIFT. He combines a BA in cultural anthropology with an MS in computer science and ongoing PhD work at the University of Washington to bridge humanistic perspectives and rigorous engineering in NLP. His research emphasizes reproducibility, robust evaluation, and domain-aware modeling to make language models both efficient and better understood. Ian has practical experience moving research into practice through internships and research engineering roles, and he contributes to the UW and AllenAI NLP communities. Based in Seattle, he balances technical depth with quieter pursuits—meditation, woods skiing, and a science-fiction book club—that inform a reflective approach to research.
code7 years of coding experience
job1 year of employment as a software developer
bookDoctor of Philosophy - PhD, Doctor of Philosophy - PhD at University of Washington
bookAdvanced Study Program, Advanced Study Program at Massachusetts Institute of Technology
bookBachelor of Arts - BA, Bachelor of Arts - BA at Bard College
bookMaster of Science - MS, Master of Science - MS at Northeastern University
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Github Skills (39)

pytorch10
python10
expressions10
machine-learning10
deep-learning10
natural-language-processing10
lifetime10
modification10
transformer10
speech-recognition10
nlp10
adaptation10
evaluation9
transformers9
emotion9

Programming languages (3)

HTMLJupyter NotebookPython

Github contributions (5)

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MangeFre/IITUDND

Nov 2019 - Feb 2020

Identifying Informative Twitter Users During Natural Disasters
Contributions:157 commits, 1 PR, 127 pushes in 3 months
informativenatural-disasterstwitternaturaldisasters
IanMagnusson/Wav2Lip-Emotion

Mar 2021 - May 2022

Wav2Lip-Emotion extends Wav2Lip to modify facial expressions of emotions via L1 reconstruction and pre-trained emotion objectives. We also propose a novel automatic evaluation for emotion modification corroborated with a user study.
Contributions:132 commits, 1 PR, 7 pushes in 1 year 2 months
reconstructionemotion-recognitionemotionautomatic-evaluationfacial-expressions
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Ian Magnusson - Student Researcher at Ai2