https://github.com/kowshik24/diabetes-prediction-pytorch-ann

This is the code repo for Diabeted Prediction using ANN(Pytorch)
https://github.com/kowshik24/diabetes-prediction-pytorch-ann

Last synced: 25 days ago
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This is the code repo for Diabeted Prediction using ANN(Pytorch)

• Host: GitHub
• URL: https://github.com/kowshik24/diabetes-prediction-pytorch-ann
• Owner: kowshik24
• License: apache-2.0
• Created: 2023-07-30T20:34:25.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-08-04T11:15:05.000Z (over 1 year ago)
• Last Synced: 2023-08-04T12:08:45.657Z (over 1 year ago)
• Language: Python
• Size: 4.43 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# 🩺💉Diabetes-Prediction-Pytorch-ANN

This is the code repo for Diabetes Prediction using ANN(Pytorch)

## Installation

1. Clone the repository:

   ```

   git clone https://github.com/kowshik24/Diabetes-Prediction-Pytorch-ANN

   ```

2. Install the required libraries:

   ```

   pip install -r requirements.txt

   ```

3. Run the training script:

   ```

   python train.py

   ```

4. Run the testing script:

   ```

   python test.py

   ```

5. Run the Flask app:

   ```

    python app.py

    ```

6. Open the browser and go to the link:

    ```

    http://127.0.0.1:5000/predict

    ```

# Dataset

The dataset is taken from [Kaggle](https://www.kaggle.com/uciml/pima-indians-diabetes-database).

# Images of the Web App

![!Demo](images/image_1.png)

![!Demo](images/image_2.png)

![!Demo](images/image_3.png)

# Project Motivation

This project is done as a part of my Deeep Learning course using Pytorch.

# File Description

- `diabetes.csv` - The dataset.

- `model.py` - The ANN model.

- `train.py` - The training code.

- `test.py` - The testing code.

- `app.py` - The Flask app.

- `templates` - The folder containing the HTML files.

- `static` - The folder containing the CSS files.

- `images` - The folder containing the images.

# Contributing

Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change.

# License

[Apache License 2.0](https://www.apache.org/licenses/LICENSE-2.0)

# Project Status

This project is completed.

# Acknowledgement

- [Pytorch](https://pytorch.org/)

- [Pandas](https://pandas.pydata.org/)

- [Numpy](https://numpy.org/)

- [Matplotlib](https://matplotlib.org/)

- [Seaborn](https://seaborn.pydata.org/)

- [Scikit-learn](https://scikit-learn.org/stable/)

- [Jupyter Notebook](https://jupyter.org/)

# Author

- [Kowshik Deb Nath](https://github.com/kowshik24)