Presented by
Daniyar Kurmangaziyev
Brain Stroke
Risk Analysis
CS677
• Project Goal Objective:
⚬ To predict stroke risk using machine learning
classifiers.
⚬ Identify key factors influencing stroke
occurrence.
• Dataset: Brain stroke dataset with patient health
and demographic features.
Dataset Preparing
N E X T
Dataset Analysis
N E X T
Dataset Analysis
N E X T
Dataset Analysis
N E X T
Dataset Analysis
N E X T
Class Balancing
N E X T
Feature Importance
N E X T
Feature Importance
N E X T
Feature Importance
N E X T
Model Performance Comparison
N E X T
Model Performance Comparison
N E X T
Model Performance Comparison
N E X T
Summary
Thank you

Brain Stroke Risk Analysis with machine learning