Aaron St John

Data Scientist III

Knoxville Metropolitan Area United States
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Summary

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Aaron St John is a Senior Engineer specializing in production AI systems with eight years of experience building full-stack solutions that move from prompt design to observable, cost-efficient deployments. Based in Knoxville, he architects cloud-native infrastructure on AWS with Terraform and ships custom agents and RAG pipelines using services like Amazon Bedrock, Lambda, ECS/Fargate, and DynamoDB. His background spans data science and analytics—forecasting with Databricks, Snowflake, and XGBoost/Prophet—so he blends rigorous modeling with pragmatic engineering to push prototypes into reliable production. Aaron also contributes to open-source UI work (notably UX improvements to the TrueNAS web UI), reflecting a practical attention to user-facing details as well as backend scale. He’s driven by solving hard problems end-to-end and prioritizes building systems that last.
code8 years of coding experience
job4 years of employment as a software developer
bookBachelor of Science - BS, Mathematics and Statistics, Bachelor of Science - BS, Mathematics and Statistics at Maryville College
bookMaster of Science - MS, Business Analytics, Master of Science - MS, Business Analytics at University of Tennessee, Knoxville
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Github Skills (12)

webui10
uid10
typescript10
javascript10
typescripts10
front-end-development10
ui-design10
nas10
typescript-types10
html9
css9
freebsd6

Programming languages (8)

TypeScriptShellC++CSSHTMLJupyter NotebookPureBasicPython

Github contributions (5)

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truenas/webui

Jan 2018 - Jun 2020

TrueNAS UI
Role in this project:
userFull-stack Developer
Contributions:260 commits, 135 PRs, 113 pushes in 2 years 6 months
Contributions summary:Aaron primarily contributed to the user interface of the TrueNAS web UI, adding tooltips to enhance usability. The commits focused on modifying front-end components, specifically in pages related to tasks, sharing (AFP), cron jobs, network interfaces, Kerberos realms, LDAP, NFS, NIS, Rsync tasks, snapshots, static routes, VLANs, VMware snapshots, SMB shares, iSCSI configurations, and webdav, implying a broad range of interactions with different configuration elements. This work involved changes to TypeScript files and required an understanding of the UI framework and the corresponding configuration options.
truenasangular-uiangular
a-stjohn/trueos-docs

Oct 2017 - Mar 2018

Contributions:2 PRs, 20 pushes, 3 branches in 5 months
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Aaron St John - Data Scientist III