Jin Choi

Data Scientist

Hi! I am a Data Scientist at State Farm, working on solving real-world problems through statistical modeling, machine learning, and ML engineering.

I have become increasingly interested in building end-to-end machine learning systems beyond just modeling itself. Lately, I’ve been spending time learning more about containerization, model serving APIs, orchestration tools, cloud infrastructure, and the engineering workflows behind training and deploying ML systems at scale. And as I continue working in the insurance domain, I am realizing there are so much to learn. I am currently working toward completing my CPCU certification (3/4 way done 🥳) to strenghten my business knowledge in the finance and insurance domain.


Certifications


  • State Farm
    Data Scientist
    Jul 2024 - Present

    In my current role, I continue to work on homeowners insurance pricing models while building tools for monitoring production data and detecting drift. I enjoy improving workflows and reducing repetitive manual work through automation. Recently, I transitioned many Jupyter notebook-based workflows into modular Python scripts and used SageMaker Pipelines to help automate training and validation processes.


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Let's Connect!

If you would like to speak more, feel free to reach out to me via any of the channels below.