Senior ML Engineer — End-to-End Clinical AI Models

Socket.dev; El Segundo (CA); On-site; USD 120,000 - 180,000; Full time

Job summary

Circadia Health in El Segundo, CA, is seeking an experienced ML Engineer to own model development from data to production within the Circadia Intelligence Platform. You will design, train, and evaluate clinical prediction models using time-series and structured EHR context.

You will define targets, build adjudication workflows, and ensure robust evaluation, backtesting, and model regression infrastructure. Collaboration with clinical teams and regulatory considerations are part of the role.

Qualifications

• 5+ years building ML models in production settings.
• Strong Python and modern deep learning frameworks.
• Experience with time-series or sequential data.
• Strong SQL and production data experience.
• Ability to communicate model behavior to non-technical stakeholders.

Responsibilities

• Design, train, and evaluate clinical prediction models with time-series features.
• Define targets, build adjudication workflows, and understand target noise.
• Build evaluation, backtesting, and regression infrastructure for model updates.
• Monitor production models, ensure robustness across facilities and demographics.
• Collaborate with clinical teams and contribute to regulatory submissions.

Skills

Python

Deep learning

Time-series modeling

Model evaluation

SQL

ML Ops

Non-technical communication

Education

Master's or PhD in CS/ML

Tools

PyTorch

TensorFlow

MLflow

Jupyter

Job description

Circadia Health in El Segundo, CA, is seeking an experienced ML Engineer to own model development from data to production within the Circadia Intelligence Platform. You will design, train, and evaluate clinical prediction models using time-series and structured EHR context.

You will define targets, build adjudication workflows, and ensure robust evaluation, backtesting, and model regression infrastructure. Collaboration with clinical teams and regulatory considerations are part of the role.