Designs, builds, and deploys production machine learning systems for Instacart's Enterprise AI organization, owning the full ML lifecycle from problem formulation through monitoring. Works in Python and SQL on cloud infrastructure (GCP/AWS) with Docker and CI/CD, collaborating with product and engineering stakeholders to deliver measurable impact in grocery ecommerce.
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