Added
24 days ago
Type
Full time
Salary
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Related skills

aws s3 python gcp vertex ai

πŸ“‹ Description

  • Architect Annotation & Measurement Pipelines: Own the design and implementation of human-in-the-loop and auto-annotation workflows. You will set up systems (e.g., Label Studio) to establish tight confidence metrics and rigorous Inter-Annotator Agreement (IAA).
  • Drive Cost-Efficiency via Evaluation: Create ground truth, golden sets, and by-model evaluation criteria to benchmark models and guide data science decisions.
  • Enforce Applied MLOps Standards: Implement model-as-a-judge frameworks, deterministic PII scrubbing, and best practices in production pipelines.
  • Collaborate on Model Strategy: Work with Data Science to drive generative decisions for stronger product outcomes.
  • Build & Integrate: Partner with Engineering to integrate measurement loops into AWS/GCP infrastructure for automated model lifecycles.

🎯 Requirements

  • Annotation & Evaluation Expert: Experience setting up annotation workstreams (Label Studio, Scale AI, or custom) and improving ground truth quality.
  • Applied MLOps Practitioner: Focus on execution with model monitoring, versioning, and evaluation loops in production.
  • Python Proficiency: Strong Python for glue code, scripts, API integrations with our stack.
  • Model Optimization Mindset: Balance model performance, latency, and cost; evaluate smaller models.
  • Cloud & Infrastructure Fluency: Comfortable in AWS (Sagemaker, S3) and GCP (Vertex AI) with DevOps collaboration.
  • Collaborative Leader: Enable DS team to move faster with the right tools and data.

🎁 Benefits

  • People: work with talented, collaborative, friendly people.
  • Guidance: access learning platform for training from day one.
  • Surprise meal stipends: meals while working from home.
  • Work/life harmony: vacation, floating holidays, wellness allowance, paid parental leave.
  • Whole Health Package: medical, dental, vision, life, disability insurance, and more.
  • Work from home stipend: support for home office setup.
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