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Caleb Ortiz

Machine Learning Engineer

San Jose, CA caleb.ortiz@example.com +1 (555) 010-8826

Profile

Machine learning engineer who productionizes research without turning the platform into a science project. Focused on pipelines, evaluation, and calm deploys.

Experience

Machine Learning Engineer 2022 – Present

Vectorlane Research · San Jose, CA

  • Moved a ranking prototype into a batch job with canary evaluation against last week’s baseline.
  • Reduced feature-store rebuild time from 6 hours to 90 minutes with partitioned extracts.
  • Partnered with platform on GPU cost caps that kept monthly spend inside budget.
Software Engineer, Data 2019 – 2022

Harbor Analytics · San Jose, CA

  • Owned ingestion jobs for three partner feeds with schema-on-write checks.
  • Added replay tooling so failed windows could be rebuilt without a full backfill.

Skills

Python · PyTorch · Airflow · Spark · AWS · MLOps

Education

B.S. Computer Science 2019

Riverton Institute of Technology

Projects

Eval Bench

Lightweight harness that compares ranking metrics across two model versions.