Jerry K
Machine Learning Infrastructure at Ontra
San Francisco, California, United States
Summary
👤
Senior🎓
Top SchoolJerry K is a Senior Machine Learning Engineer in San Francisco with 10 years of experience building AI-native production systems that move LLMs and models from prototype to reliable real-world applications. He specializes in agentic systems, retrieval workflows, evaluation loops, and distributed ML infrastructure—stacking tools like LangChain, LlamaIndex, BentoML, Kubernetes, Ray, and Argo to operationalize model serving and orchestration. His background spans finance and sports analytics, including a stint at the Denver Broncos where he applied ML to football technology and research, giving him practical domain intuition for production analytics. Comfortable across Python, Go, cloud platforms (AWS/GCP/Azure), and CI/CD, he blends MLOps rigor with hands-on experimentation in transformers, computer vision, and LLM agents. Notably, he focuses on systems that integrate memory, tools, retrieval, and human workflows, turning complex model behaviors into maintainable software.
10 years of coding experience
5 years of employment as a software developer
High School Diploma, High School Diploma at Bellarmine College PreparatoryMaster of Science - MS Data Science, Master of Science - MS Data Science at University of New HavenBachelor of Science - BS Biological Sciences, Bachelor of Science - BS Biological Sciences at University of California, Riverside
Github Skills (24)
geographic9
spatial9
geography8
geopandas8
geospatial8
pandas7
python7
k8s6
batch-processing6
gis6
machine-learning6
cloud-native5
kubernetes5
gitops4
workflow-engine4
Programming languages (2)
Github contributions (5)
jdkhong/Zillow-Data-Engineering
May 2017 - Feb 2018
Contributions:46 commits, 42 pushes, 1 branch in 9 months
jdkhong/NBA-Analytics
Mar 2017 - Mar 2019
Contributions:14 pushes, 1 branch in 2 years
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