Nathaniel Jones
Senior Data Scientist
Bakersfield, California, United States
Summary
👤
Senior🎓
Top SchoolNathaniel Jones is a Senior Data Scientist with 11 years of experience translating geoscience domain expertise into scalable data and ML systems, now working on containers at AWS. He built and operationalized large serverless pipelines and cloud-native compute for California Resources Corporation that integrated 20+ heterogeneous data sources across 42,000 well entities and moved multiple projects from PoC to company-wide production. Equally comfortable writing neural networks in PyTorch as he is designing infrastructure as code and CI/CD for data projects, he helped reduce analyst workload by 80% and surfaced 500 unbooked wells for reserve review. A former practicing geologist with an MS from UT Austin, he leverages domain knowledge to make ML models physically meaningful and to automate messy, real-world data flows. Nathaniel enjoys mentoring engineers, teaching Python and data science workshops, and sprinting on hackathon teams to prototype high-impact solutions.
11 years of coding experience
3 years of employment as a software developer
Master's Degree, Geology/Earth Science, General, 3.6, Master's Degree, Geology/Earth Science, General, 3.6 at The University of Texas at AustinBachelor's Degree, Geology, 3.6, Bachelor's Degree, Geology, 3.6 at Brigham Young University
English, Japanese
Github Skills (21)
karpenter10
kubernetes10
docker10
kubernetes-node10
go10
ecr9
geology9
d3js8
scheduling8
aws8
visualization8
mesos8
kubernetes-monitoring7
javascript7
crc7
Programming languages (6)
Github contributions (5)
equinor/Force-Hackathon-Grain-Size
Sep 2018 - Oct 2018
Contributions:40 commits, 22 pushes, 1 branch in 25 days
nathangeology/karpenter-core
Dec 2023 - Jul 2026
Karpenter is a Kubernetes Node Autoscaler built for flexibility, performance, and simplicity.
Contributions:265 pushes, 57 branches in 2 years 6 months
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