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Pima Indians Diabetes Database
The project uses the Pima Indians Diabetes Database from the UCI Machine Learning Repository. The dataset includes several medical predictor variables and a target variable, Outcome, indicating whether a patient has diabetes (1) or not (0).
Updated 7/23/2024
github
Description
Diabetes_ML Dataset Overview
Dataset Description
- Name: Pima Indians Diabetes Database
- Source: UCI Machine Learning Repository
- Content: Contains multiple medical predictor variables and a target variable (Outcome) indicating diabetes status (1 = diabetic, 0 = non‑diabetic).
Dataset Files
- health care diabetes.csv: Data used for training and evaluation.
- Final_Project_Diabetes.ipynb: Jupyter notebook with data preprocessing, model training, and evaluation.
- app.py: FastAPI web application for making predictions with the trained model.
Usage
- Clone the repository:
git clone https://github.com/yourusername/diabetes-prediction.git - Install required libraries:
pip install -r requirements.txt - Run the Jupyter notebook
Final_Project_Diabetes.ipynbto explore analysis and model building. - Run the FastAPI app:
python app.py - Access
http://localhost:8000to interact with the prediction interface.
Contribution
Contributions are welcome! Feel free to open issues or pull requests to suggest improvements.
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Topics
Diabetes
Medical Prediction
Source
Organization: github
Created: 7/23/2024
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