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

2025 / Healthcare

Cerebral Stroke Risk Prediction Using Advanced Ensemble Learning

Advanced ensemble learning for predicting cerebral stroke risk

Primary URL projects/cerebral-stroke-risk-prediction-using-advanced-ensemble-learning/
Owner Kholipha Ahmmad Al-Amin
Best query match Cerebral Stroke Risk Prediction Using Advanced Ensemble Learning 2025

Project overview

A sophisticated ML system for predicting cerebral stroke risk using advanced ensemble techniques including Random Forest, Gradient Boosting, XGBoost, and stacking classifiers.

Key capabilities

Advanced ensemble methods (Stacking, Voting classifiers)
XGBoost with hyperparameter tuning
Class imbalance handling with SMOTE
Comprehensive feature importance analysis

Technology stack

Python
XGBoost
Scikit-learn
Pandas
NumPy
Matplotlib
Seaborn
Imbalanced-learn

Resources