Predict health alert based on patient’s vital parameters
Technologies used
Postgre SQL
Python
Challenges
Understanding the data sources and finalizing true source for each parameter
Identify best definition to predict positive patients
Imbalanced dataset as positive patients are much lesser than negative patients in overall cohort
Solutions
Data Preparation
Handling missing values
Handling imbalanced dataset
Feature Engineering
Model Training
Model Evaluation and testing
Identifying best model
Benefits
Understanding vital parameters for positive and negative patients
Predicting disease before onset time
Saves patient from emergency situation