Bayesian Health
Senior/Staff Machine Learning Data Scientist
Remote - US Only · Staff+
Sponsorship not specifiedDetected 273 days ago
PythonAlgorithmsSQLAWSMachine LearningPyTorchData ScienceMLOpsStatisticsForecastingSignal ProcessingHL7/FHIREHR/EMRResearch
About the role
- We're a diverse team of clinicians, engineers, machine learning experts, product designers, and performance improvement leaders committed to enabling smarter, patient-specific care delivery through unlocking the power of data.
- Our company has won many awards; most recent recognitions include: Forbes AI Top 50, World Economic Forum Tech Pioneer, Time Best Inventions, BioTech AI Company of the Year.
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
- Experience writing production-grade Python and SQL code to implement and evaluate ML models in production systems
- 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
- The same models that you develop with production-grade Python
- Identify strategies for improving our production ML-based systems, and write, debug, and deploy production-grade Python code to implement those strategies
Requirements
- Experience owning your ML models from prototyping to production, especially real-time algorithms that update dynamically across time
- Track record of using statistics and performance metrics to compare end-to-end ML and product performance
Nice to have
- Experience shipping breakthrough or 0-1 products from end to end, interpreting and leveraging State-of-the-Art methods to do so
- You bring passion and enthusiasm to your work, and are excited to join a growing team to Get Stuff Done and save lives!
- 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
- This policy applies to all terms and conditions of employment, including recruiting, hiring, placement, promotion, termination, layoff, recall, transfer, leaves of absence, compensation and training.
- Ph.D. in a relevant field plus 3+ years experience shipping ML based software products
Compensation
- This policy applies to all terms and conditions of employment, including recruiting, hiring, placement, promotion, termination, layoff, recall, transfer, leaves of absence, compensation and training.
Benefits
- We're an early-stage startup on a mission to make healthcare proactive by empowering physicians, nurses, and care team members with real-time data to save lives.
- Experience using messy clinical and health data to design new products for large Health Systems
Company info
- Bayesian Health's mission is to improve patient outcomes by empowering clinicians with the insights they need to make the right decision for the right patient at the point-of-care. We're a diverse team of clinicians, engineers, machine learning experts, product designers, and performance improvement leaders committed to enabling smarter, patient-specific care delivery through unlocking the power of data.
- We're funded by top tier tech and biotech investors: Andreessen Horowitz, American Medical Association's venture arm, Catalio Partners, and LifeForce Capital. Our company has won many awards
- most recent recognitions include: Forbes AI Top 50, World Economic Forum Tech Pioneer, Time Best Inventions, BioTech AI Company of the Year.
- Read more about our recent publication in Nature Medicine that associates our products with lives saved. https://www.bayesianhealth.com/sepsis-research/?__hstc=251652889.1e7598f5de0ed9b513da684474e8a044.1710861879595.1710945070565.1710971833587.3&__hssc=251652889.1.1710971833587&__hsfp=1890770568
- Bayesian Health's mission is to improve patient outcomes by empowering clinicians with the insights they need to make the right decision for the right patient at the point-of-care.
- We're funded by top tier tech and biotech investors: Andreessen Horowitz, American Medical Association's venture arm, Catalio Partners, and LifeForce Capital.
- Andreessen Horowitz, American Medical Association's venture arm, Catalio Partners, and LifeForce Capital.
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