Martin Vallières

Associate Professor

Montreal, Quebec, Canada
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Summary

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Senior
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Top School
Martin Vallières is an associate professor and applied researcher specializing in integrative modeling of heterogeneous medical data, with 11 years of experience bridging medical physics and computational health. He leads MEDomics, an open-source end-to-end platform for predictive modeling in medicine, and runs the Medomics research lab and platform based in Montreal. His career path spans postdoctoral work at McGill, UCSF, and LaTIM through faculty roles at Université de Sherbrooke and McGill, reflecting deep domain expertise in health/medical physics and translational ML. Trained as a physicist and engineer (PhD and MSc from McGill; BE from Polytechnique Montréal), he combines rigorous quantitative training with practical software development for clinical data. Colleagues describe him as someone who turns complex, heterogeneous datasets into deployable predictive tools—often favoring open, reproducible pipelines over proprietary black boxes.
code11 years of coding experience
job8 years of employment as a software developer
bookBachelor of Engineering - BE, Physical Engineering, 3.77/4.00, Bachelor of Engineering - BE, Physical Engineering, 3.77/4.00 at Polytechnique Montréal
bookDoctor of Philosophy - PhD, Health/Medical Physics, Doctor of Philosophy - PhD, Health/Medical Physics at McGill University
languagesFrench, English
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Github Skills (29)

quantile10
pydicom9
reproducible-science9
reduction9
imaging9
feature-detection9
electrophysiology9
diffraction9
robust9
dicom9
science8
data-modeling8
nodejs8
machine-learning7
react7

Programming languages (5)

SCSSJavaScriptJupyter NotebookMATLABPython

Github contributions (5)

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qipm/QIPM

Jan 2018 - Jul 2018

Contributions:5 commits, 4 pushes in 5 months
mvallieres/radiomics-develop

Apr 2017 - Jun 2021

A repository to develop code for IBSI compliant radiomics applications
Contributions:80 commits, 1 PR, 50 pushes in 4 years 2 months
feature-detectionsciencecompliantquantilepydicom
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Martin Vallières - Associate Professor