October 2025 Machine Learning / Classification / Healthcare Analytics / Feature Engineering
Heart Disease Risk Predictor.
Predictive model for cardiac disease classification from medical data.
Overview
Comprehensive supervised learning pipeline for predicting heart disease risk using patient medical records. Features rigorous data exploration, model selection across multiple algorithms, hyperparameter tuning, and cross-validation—demonstrating systematic ML workflow and healthcare domain understanding.
Highlights
- Multi-algorithm comparison
- Cross-validated evaluation
- Medical data preprocessing
Stack
Python · Scikit-learn · Pandas · Numpy