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AI-ML · 2024
Heart Disease Prediction System
A predictive health app that assesses heart-disease risk from personal health inputs and returns instant feedback.
- Year
- 2024
- Client
- Personal Project
- Role
- Machine Learning, UI Design
- Category
- AI-ML
- Python
- Scikit-learn
- Gradio
- Machine Learning
01·Challenge
Make reliable machine-learning risk prediction usable by non-technical people through a simple interface.
02·Approach
Preprocess and analyze the dataset, then train and compare Logistic Regression, SVM, Decision Tree, and Random Forest models.
03·Solution
A Gradio interface where users enter health parameters and instantly see a High-Risk or Low-Risk prediction.
04·Result
An accessible tool that turns a trained ML pipeline into an easy, immediate risk check.