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aws s3 python gcp vertex aiπ 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.
π― 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.
π 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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