Soren Bouma

Lead Machine Learning Engineer at Halter

Auckland, Auckland, New Zealand
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Summary

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Senior
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Top School
Soren Bouma is a Lead Machine Learning Engineer with 10 years’ experience building and deploying ML systems across agtech, retail, medicine and ecology, currently leading ML at Halter. He moves fluidly between research and production—designing billion-parameter vision MoEs on TPU pods down to microcontroller models with kilobyte memory budgets—and has a strong track record shipping end-to-end systems in early-stage deep tech startups. At IMAGR he owned large parts of the product recognition stack, building multi-view classifiers and a PyTorch multitask framework that powered real supermarket deployments. His work at Halter focuses on learned sensor fusion, computer vision and remote sensing to make livestock management more productive and sustainable. Soren is drawn to technically ambitious, interdisciplinary projects that interact with the physical world and have ethical upside, and he spends spare time thinking about improving scientific institutions, forecasting, and obscure history.
code10 years of coding experience
job7 years of employment as a software developer
bookBachelor of Science - BS, Mathematics and Computer Science, Bachelor of Science - BS, Mathematics and Computer Science at University of Auckland
bookDeep Learning Summer School, Deep Learning Summer School at Tsinghua University
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Stackoverflow

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Github Skills (18)

python10
machine-learning10
deep-learning10
gpu10
numpy9
acceleration9
autograd9
tensorflow9
neural-network9
keras9
tensor9
gpu-acceleration9
pytorch7
kaggle2
architecture2

Programming languages (2)

Jupyter NotebookPython

Github contributions (5)

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sorenbouma/keras-oneshot

Mar 2017 - Feb 2019

koch et al, Siamese Networks for one-shot learning, (mostly) reimplimented in keras
Contributions:28 commits, 3 PRs, 24 pushes in 1 year 11 months
pytorchone-shotdeep-learningshot-learningmachine-learning
Contributions:43 commits, 8 pushes, 1 branch in 9 months
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Soren Bouma - Lead Machine Learning Engineer at Halter