https://github.com/aldotestino/hmi-xai-project

This project uses machine learning to predict diabetes and provides explanations through SHAP and PCA, displayed in an intuitive user interface.
https://github.com/aldotestino/hmi-xai-project

diabetes-prediction drizzle machine-learning nextjs pca shadcn-ui shap tailwindcss xgboost

Last synced: about 2 months ago
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This project uses machine learning to predict diabetes and provides explanations through SHAP and PCA, displayed in an intuitive user interface.

• Host: GitHub
• URL: https://github.com/aldotestino/hmi-xai-project
• Owner: aldotestino
• Created: 2024-04-23T08:33:31.000Z (9 months ago)
• Default Branch: main
• Last Pushed: 2024-06-10T12:28:18.000Z (7 months ago)
• Last Synced: 2024-06-10T14:09:46.097Z (7 months ago)
• Topics: diabetes-prediction, drizzle, machine-learning, nextjs, pca, shadcn-ui, shap, tailwindcss, xgboost
• Language: Jupyter Notebook
• Homepage:
• Size: 4.01 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Build

```sh

chmod +x ./build.sh

./build.sh

```

# Start

```sh

docker compose up -d

```

# Open the app

The app will be available at: http://localhost:3000

# Screenshots

### Splash Screen

![Splash Screen](/images/splash.jpeg?raw=true "Splash Screen")

## Dashboard

![Dashboard](/images/dashboard.jpeg?raw=true "Dashboard")

## PCA Embeddings

![PCA Embeddings](/images/pca.jpeg?raw=true "PCA Embeddings")

## Shap Values

![Shap Values](/images/shap.jpeg?raw=true "Shap Values")