Trace Smith

Senior AI ML Architect at Snowflake

Houston, Texas, United States
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Summary

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Senior
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Top School
Trace Smith is a Senior AI/ML Architect with a decade of experience applying cloud-native AI solutions to the energy sector, blending a deep petroleum engineering background with advanced data science. He has architected large-scale ML platforms and real-time advisory systems at ExxonMobil and AWS, and now builds AI/ML capabilities at Snowflake, with hands-on experience across Bedrock Agents, SageMaker, IoT, and data mesh architectures. A 6x AWS Certified engineer and co-author of the open-source SlickML library, he designs production-ready pipelines, MLOps tooling, and automation that turn domain complexity into operational efficiency. His work spans predictive maintenance, pricing optimization, and multi-agent document-processing systems that automate traditionally manual engineering workflows. Based in Houston, he’s equally comfortable writing IaC and deploying streaming inference as he is translating subsurface physics into actionable models—bringing uncommon depth in both oil & gas and cloud AI.
code10 years of coding experience
job10 years of employment as a software developer
bookMaster of Science (MS) Petroleum Engineering, Master of Science (MS) Petroleum Engineering at Louisiana State University
bookMaster of Science (MS) Data Science, Master of Science (MS) Data Science at Southern Methodist University
languagesEnglish
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Stackoverflow

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Github Skills (18)

training-data9
python8
data-augmentation8
machine-learning8
data-science7
snorkel7
weak-supervision6
recommender-system6
labeling6
ml-project6
ai5
science3
reinforcement-learning2
probot2
react2

Programming languages (2)

Jupyter NotebookPython

Github contributions (5)

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Tsmith5151/smu-statisitcs-II

Feb 2017 - Jun 2021

Contributions:19 pushes, 1 branch in 4 years 5 months
Contributions:3 PRs, 19 pushes, 1 branch in 4 years 6 months
reinforcement-learningreinforcementtraindeep-reinforcement-learning
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