Predict Health Alert Based on Patient’s Vital Parameters

Postgre SQL

Tensorflow

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