Ells Campbell

Principal Data Scientist

Atlanta, Georgia, United States
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Summary

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Senior
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Ells Campbell is a Principal Data Scientist with 13 years of experience building production-grade ML and operational AI systems for regulated, mission-critical environments, currently leading AI at Leidos. They have end-to-end expertise across computer vision, NLP, and agentic LLM architectures, with proven deployments such as a YOLO-based TowerScout on CDC Azure that supports sub-5-minute field responder workflows. Ells blends technical leadership and product ownership—translating messy, high-stakes operational needs into defensible, auditable analytics used by federal responders and policy makers. Their work emphasizes robustness to real-world failure modes (data quality, seasonal drift, hallucination) through monitoring, retraining, and human-in-the-loop controls. A former CDC branch chief and bioinformatics lead, they combine deep domain knowledge in public health and bioinformatics with practical MLOps rigor. Colleagues rely on Ells for mentoring teams to balance innovation, regulatory alignment, and reproducible impact.
code13 years of coding experience
job3 years of employment as a software developer
bookPhD, Biology, PhD, Biology at The Pennsylvania State University
bookBS, Human Biology, BS, Human Biology at University of California, Berkeley
bookUniversity of California, San Diego
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Stackoverflow

Stats
83reputation
3kreached
2answers
5questions
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Github Skills (41)

nmf10
structural-variation10
phylogenetic-trees10
genomics10
phylogeny10
genomics-visualization10
bam9
cancer-genomics9
taxonomy9
network-visualization9
sequence-alignment9
cytoscapejs9
phylogenetics9
biodiversity9
bioinformatics9

Programming languages (4)

TypeScriptJavaJavaScriptHTML

Github contributions (5)

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network-based vaccination game
Contributions:275 commits, 3 comments in 8 months
vaccinationgame
salathegroup/MOOCnet

May 2013 - Aug 2013

Contributions:19 commits in 3 months
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Ells Campbell - Principal Data Scientist