Greg Silverman

Independent AI & Data Science Consultant

Minneapolis, Minnesota, United States
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Summary

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Senior
🎓
Top School
Greg Silverman is an independent AI and data science consultant with 11+ years of experience designing, evaluating, and deploying reproducible AI systems—particularly LLM-driven solutions for high-stakes domains like healthcare and scientific research. He combines hands-on full-stack engineering (infrastructure, containerized pipelines, automation) with rigorous methodological auditing, governance, and failure-mode analysis to ensure models are technically sound and ethically defensible. Formerly a senior AI systems developer at the University of Minnesota, he has deep experience building production-scale clinical research pipelines, NLP for clinical text, outcome modeling, and reproducible evaluation frameworks. Current projects include ethically focused LLM prompting for antimicrobial stewardship and AI-driven analysis of propaganda using Moral Foundations Theory and knowledge graphs for explainability. He brings a strong mathematical foundation and a taste for stress-testing reasoning and abstraction—applying research-grade validation to bridge academic rigor with real-world impact.
code11 years of coding experience
bookGraduate non degree, Advanced methods in statistics, Graduate non degree, Advanced methods in statistics at University of Minnesota
bookFoundation Certificate, Horticulture, Foundation Certificate, Horticulture at ACS Distance Education
bookATCL; LTCL in process, Vocal performance, ATCL; LTCL in process, Vocal performance at Trinity Guildhall School of Music
bookDipLCM; LLCM, Vocal performance, DipLCM; LLCM, Vocal performance at University of West London
languagesRussian
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Stackoverflow

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Github Skills (163)

uwsgi10
authentication10
flask-restful10
rest-api10
k8s10
flask10
google-charts10
crud10
rbac10
kubernetes10
go10
docker10
batch-processing10
mesos9
icu9

Programming languages (10)

TypeScriptJavaRShellC++GoHTMLXSLT

Github contributions (5)

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AMIA 2019 W22: Large Scale Ensembled NLP Systems with Docker and Kubernetes
Contributions:163 commits, 1 PR, 101 pushes in 10 months
nlpdockermachine-learningscalelarge-scale
nlpie/nlp-adapt-kube

Aug 2018 - Jan 2022

Kubernetes cluster that supports NLP workflow to generate and interrogate artifacts from various annotator systems.
Contributions:2 PRs, 138 pushes, 6 branches in 3 years 6 months
nlpannotatorkubernetesartifactskubernetes-cluster
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