Senior ML Backend Engineer: Experiment Tracking & Registry

Shield AI

San Mateo (CA)

On-site

USD 200,000 - 300,000

Full time

3 days ago
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Job summary

Shield AI is seeking a Senior Software Engineer to build backend services that support ML experiments, data lineage, and model versioning. You will connect training runs to their data, code and configuration, manage artifacts and help ML engineers spend less time reconstructing what happened in an experiment.

You will develop APIs and adapters that connect training jobs, data services and storage, while ensuring reliable state handling, retries and diagnostics across cloud and customer-managed

Qualifications

  • Experience building production backend services for machine-learning platforms or data-intensive workflows.
  • Strong software engineering skills in Python or a comparable backend language.
  • Experience designing APIs, metadata models and persistent state for services used by other engineers.
  • Experience handling storage, partial failures, retries and consistency in distributed systems.
  • Understanding of training runs, checkpoints and model versioning.
  • Ability to work directly with machine-learning users and deliver maintainable software that solves their workflow problems.

Responsibilities

  • Build experiment-tracking and model-registry services, integrating tools such as MLflow where appropriate.
  • Connect exact dataset, code and configuration versions to training runs, checkpoints and model versions.
  • Develop APIs and adapters that connect training jobs, data services and artifact storage.
  • Make interrupted or failed workflows recoverable through reliable state handling, retries and useful diagnostics.
  • Make checkpoints, model artifacts and evaluation results easy to find and retrieve for further training, evaluation or deployment.
  • Work directly with machine-learning engineers to simplify their workflows and reduce manual record keeping.
  • Deliver tested services with observability and compatible upgrades across supported cloud and customer-managed environments.

Skills

Backend development
Python
APIs design
Distributed systems
Model/versioning

Tools

MLflow
Weights & Biases

Job description

Shield AI is seeking a Senior Software Engineer to build backend services that support ML experiments, data lineage, and model versioning. You will connect training runs to their data, code and configuration, manage artifacts and help ML engineers spend less time reconstructing what happened in an experiment.

You will develop APIs and adapters that connect training jobs, data services and storage, while ensuring reliable state handling, retries and diagnostics across cloud and customer-managed

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