Hector Perez
Machine Learning Developer at Clemex Technologies
Montreal, Quebec, Canada
Summary
👤
Senior🎓
Top SchoolHector Perez is a Machine Learning Developer based in Montreal with 10 years of experience building computer vision and biosignal solutions that move from research to production. Trained in computational neuroscience, he combines advanced signal-processing and deep learning expertise to tackle microscopy segmentation, WiFi-based human motion analytics, and fall-detection systems. At Clemex he standardized ML workflows, led data-centric infrastructure adoption (including an OMERO-based pipeline), and packaged multiple production algorithms used in industry. He maintains academic collaborations and a publication mindset, bringing rigorous experimentation, documentation, and hyperparameter tuning to product teams. Equally comfortable writing production code and designing data acquisition pipelines, he has a track record of translating neuroscientific curiosity—he literally put electrodes on musicians—into practical AI products.
10 years of coding experience
7 years of employment as a software developer
Master’s Degree, Psychology, Neuroscience and Behaviour, Master’s Degree, Psychology, Neuroscience and Behaviour at McMaster UniversityBachelor of Science (B.S.), Music Production Engineering, 94.8, Bachelor of Science (B.S.), Music Production Engineering, 94.8 at Tecnológico de MonterreyUniversidad Nacional Autónoma de México (UNAM)
Spanish, English, French
Github Skills (53)
python9
machine-learning9
nlp9
speech-recognition8
deep-learning8
matlab8
natural-language-processing8
gpu8
segmentation8
tensorflow8
meta-analysis8
connectivity8
pytorch8
image-processing7
statistics7
Programming languages (4)
Github contributions (5)
neurohazardous/binauralBeats
Sep 2018 - Feb 2020
Contributions:37 commits, 36 pushes, 1 branch in 1 year 5 months
neurohazardous/neurohazardous.github.io
Aug 2018 - Apr 2020
Contributions:245 pushes, 1 branch in 1 year 8 months
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