Kholipha Ahmmad Al-Amin on kholipha-ahmmad-al-amin.equisaas-bd.com

2025 / Healthcare

Stroke Occurrence Prediction and Risk Factor Analysis

ML models for stroke prediction with risk factor analysis and Gradio interface

Primary URL projects/stroke-occurrence-prediction-and-risk-factor-analysis/
Owner Kholipha Ahmmad Al-Amin
Best query match Stroke Occurrence Prediction and Risk Factor Analysis 2025

Project overview

A complete ML pipeline for predicting stroke occurrence and analyzing risk factors with an interactive Gradio web interface and detailed risk factor correlation studies.

Key capabilities

Interactive Gradio web interface for predictions
Multi-model comparison and selection
Risk factor correlation analysis
Model interpretability with SHAP

Technology stack

Python
Scikit-learn
XGBoost
Pandas
NumPy
Matplotlib
Seaborn
Gradio

Resources