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Bayesian Health · 2 months ago

Senior/Staff Machine Learning Data Scientist

United States

Full-time

Remote

Senior Level

3+ years exp

Bayesian Health is an early-stage startup focused on making healthcare proactive by providing real-time data to clinicians. The Senior/Staff Machine Learning Data Scientist will develop and tune ML models, ensuring their effectiveness in real-world applications while collaborating across functions to improve healthcare outcomes.

Artificial Intelligence (AI)Health CareInformation Services

Responsibilities

Model Prototyping: Develop and tune innovative, new ML models and labeler systems based on deep understanding of clinical use cases and state-of-the-art ML methods

Productionizing: The same models that you develop with production-grade Python

Deploying: Identify strategies for improving our production ML-based systems, and write, debug, and deploy production-grade Python code to implement those strategies

Cross-Functional Alignment: Data Science for storytelling – understand model performance and metrics, and present this to technical and non-technical users, both internally and externally

Qualification

Machine LearningProduction-grade PythonSQLReal-time algorithmsStatisticsPerformance metricsPyTorchPySparkPassion for healthcareCross-functional collaboration

Required

Ph.D. in a relevant field plus 3+ years experience shipping ML based software products

Experience owning your ML models from prototyping to production, especially real-time algorithms that update dynamically across time

Experience writing production-grade Python and SQL code to implement and evaluate ML models in production systems

Track record of using statistics and performance metrics to compare end-to-end ML and product performance

Preferred

Experience shipping breakthrough or 0-1 products from end to end, interpreting and leveraging State-of-the-Art methods to do so

Experience using messy clinical and health data to design new products for large Health Systems

Experience with any of the following: PyTorch, PySpark, HL7, FHIR, EHR, time series data, signal processing, MLFlow, anomaly detection, Bayesian statistics, quantile regression, time-series forecasting

You bring passion and enthusiasm to your work, and are excited to join a growing team to Get Stuff Done and save lives!