Snowflake on AWS:Building Production-Ready Healthcare Analytics System

ProjectPro

Sent on 26 March 2024 09:24 AM

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Hi ,
Did you know ?
Over 4,000 organizations rely on Snowflake for their data warehousing needs including industry giants such as Capital One, Adobe, and Sony
All thanks to Snowflakes scalable architecture that accommodates the exponential growth in data by allowing organizations to store and analyze vast amounts of healthcare data efficiently. Healthcare organizations leverage Snowflake's advanced analytics capabilities to predict patient outcomes, identify high-risk populations, and optimize resource allocation. Predictive models built on Snowflake enable proactive interventions and personalized treatment strategies, leading to improved patient care and outcomes.
ProjectPro brings you one such solved end-to-end enterprise-grade healthcare analytics project using Snowflake on AWS to predict patient length of stay (LOS) in hospitals using machine learning algorithms.
Snowflake on AWS Project Objective:
Predict patient length of stay (LOS) in hospitals using machine learning algorithms.
Improve healthcare resource planning, optimize patient care, and reduce costs.
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Architecture Overview:
Snowflake on AWS Project Workflow:
Data Storage: Snowflake database for storing patient admission data.
Data Preprocessing: Preprocessing and feature engineering in Snowflake.
Model Development: AWS SageMaker for building machine learning models.
Model Deployment: Integration with Snowflake for real-time predictions.
Result Logging: Storing prediction results in Snowflake logging table.
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Best Regards,
Anjali from ProjectPro
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