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Diabetes Detection System
Healthcare
Machine Learning
Data Analysis
ML-powered diagnostic tool for diabetes prediction using patient health data
Project Overview
Medical diagnostic system with interactive dashboard for diabetes risk assessment and data visualization
Key Features
- Health data preprocessing pipeline
- Feature engineering for improved accuracy
- Interactive prediction dashboard
- Real-time visualizations
- Model explainability features
Technical Details
Utilized Scikit-Learn for model development with emphasis on feature engineering. Streamlit for web interface and data visualization
Challenges & Solutions
Handling imbalanced medical data and ensuring model interpretability for healthcare use
Project Details
2024
Technologies Used
Python
Scikit-Learn
Numpy
Pandas
Matplotlib
Streamlit