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Predict Health Alert Based on Patient’s Vital Parameters

Postgre SQL
  • 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
  • Data Preparation
  • Handling missing values
  • Handling imbalanced dataset
  • Feature Engineering
  • Model Training
  • Model Evaluation and testing
  • Identifying best model
  • Understanding vital parameters for positive and negative patients
  • Predicting disease before onset time
  • Saves patient from emergency situation