README.md

---
title: OCR_Projet05
emoji: 🔥
colorFrom: purple
colorTo: purple
sdk: gradio
sdk_version: 5.49.1
app_file: app.py
pinned: true
short_description: Projet 05 formation Openclassrooms
---

# projet_05

<a target="_blank" href="https://cookiecutter-data-science.drivendata.org/">
    <img src="https://img.shields.io/badge/CCDS-Project%20template-328F97?logo=cookiecutter" />
</a>

Déployez un modèle de Machine Learning

## Organisation du projet

```
├── LICENSE            <- Open-source license if one is chosen
├── Makefile           <- Makefile with convenience commands like `make data` or `make train`
├── README.md          <- The top-level README for developers using this project.
├── data
│   ├── external       <- Data from third party sources.
│   ├── interim        <- Intermediate data that has been transformed.
│   ├── processed      <- The final, canonical data sets for modeling.
│   └── raw            <- The original, immutable data dump.
│
├── docs               <- A default mkdocs project; see www.mkdocs.org for details
│
├── models             <- Trained and serialized models, model predictions, or model summaries
│
├── notebooks          <- Jupyter notebooks. Naming convention is a number (for ordering),
│                         the creator's initials, and a short `-` delimited description, e.g.
│                         `1.0-jqp-initial-data-exploration`.
│
├── pyproject.toml     <- Project configuration file with package metadata for 
│                         projet_05 and configuration for tools like black
│
├── references         <- Data dictionaries, manuals, and all other explanatory materials.
│
├── reports            <- Generated analysis as HTML, PDF, LaTeX, etc.
│   └── figures        <- Generated graphics and figures to be used in reporting
│
├── requirements.txt   <- The requirements file for reproducing the analysis environment, e.g.
│                         generated with `pip freeze > requirements.txt`
│
├── setup.cfg          <- Configuration file for flake8
│
└── projet_05   <- Source code for use in this project.
    │
    ├── __init__.py             <- Makes projet_05 a Python module
    │
    ├── config.py               <- Store useful variables and configuration
    │
    ├── dataset.py              <- Scripts to download or generate data
    │
    ├── features.py             <- Code to create features for modeling
    │
    ├── modeling                
    │   ├── __init__.py 
    │   ├── predict.py          <- Code to run model inference with trained models          
    │   └── train.py            <- Code to train models
    │
    └── plots.py                <- Code to create visualizations
```

## Code hérité réutilisé

- `scripts_projet04/brand` : charte graphique OpenClassrooms (classe `Theme`, palettes, YAML). Le module `projet_05/branding.py` en est la porte d'entrée et applique automatiquement le thème.
- `scripts_projet04/manet_projet04/shap_generator.py` : fonctions `shap_global` / `shap_local` utilisées par `projet_05/modeling/train.py` pour reproduire les visualisations SHAP.

--------

---
title: Projet 05
emoji: 👀
colorFrom: indigo
colorTo: green
sdk: gradio
sdk_version: 5.49.1
app_file: app.py
pinned: false
---

Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference

<!-- Improved compatibility of back to top link: See: https://github.com/othneildrew/Best-README-Template/pull/73 -->
<a id="readme-top"></a>
<!--
*** Thanks for checking out the Best-README-Template. If you have a suggestion
*** that would make this better, please fork the repo and create a pull request
*** or simply open an issue with the tag "enhancement".
*** Don't forget to give the project a star!
*** Thanks again! Now go create something AMAZING! :D
-->



<!-- PROJECT SHIELDS -->
<!--
*** I'm using markdown "reference style" links for readability.
*** Reference links are enclosed in brackets [ ] instead of parentheses ( ).
*** See the bottom of this document for the declaration of the reference variables
*** for contributors-url, forks-url, etc. This is an optional, concise syntax you may use.
*** https://www.markdownguide.org/basic-syntax/#reference-style-links
-->
[![Contributors][contributors-shield]][contributors-url]
[![Python][python]][python]
[![Forks][forks-shield]][forks-url]
[![Stargazers][stars-shield]][stars-url]
[![Issues][issues-shield]][issues-url]
[![project_license][license-shield]][license-url]
[![LinkedIn][linkedin-shield]][linkedin-url]
![GitHub Actions Workflow Status](https://img.shields.io/github/actions/workflow/status/:user/:repo/:workflow)



<!-- PROJECT LOGO -->
<br />
<div align="center">
  <a href="https://github.com/github_username/repo_name">
    <img src="images/logo.png" alt="Logo" width="80" height="80">
  </a>

<h3 align="center">project_title</h3>

  <p align="center">
    project_description
    <br />
    <a href="https://github.com/github_username/repo_name"><strong>Explore the docs »</strong></a>
    <br />
    <br />
    <a href="https://github.com/github_username/repo_name">View Demo</a>
    &middot;
    <a href="https://github.com/github_username/repo_name/issues/new?labels=bug&template=bug-report---.md">Report Bug</a>
    &middot;
    <a href="https://github.com/github_username/repo_name/issues/new?labels=enhancement&template=feature-request---.md">Request Feature</a>
  </p>
</div>



<!-- TABLE OF CONTENTS -->
<details>
  <summary>Table of Contents</summary>
  <ol>
    <li>
      <a href="#about-the-project">About The Project</a>
      <ul>
        <li><a href="#built-with">Built With</a></li>
      </ul>
    </li>
    <li>
      <a href="#getting-started">Getting Started</a>
      <ul>
        <li><a href="#prerequisites">Prerequisites</a></li>
        <li><a href="#installation">Installation</a></li>
      </ul>
    </li>
    <li><a href="#usage">Usage</a></li>
    <li><a href="#roadmap">Roadmap</a></li>
    <li><a href="#contributing">Contributing</a></li>
    <li><a href="#license">License</a></li>
    <li><a href="#contact">Contact</a></li>
    <li><a href="#acknowledgments">Acknowledgments</a></li>
  </ol>
</details>



<!-- ABOUT THE PROJECT -->
## About The Project

[![Product Name Screen Shot][product-screenshot]](https://example.com)

Here's a blank template to get started. To avoid retyping too much info, do a search and replace with your text editor for the following: `github_username`, `repo_name`, `twitter_handle`, `linkedin_username`, `email_client`, `email`, `project_title`, `project_description`, `project_license`

<p align="right">(<a href="#readme-top">back to top</a>)</p>



### Built With

* [![Python][Python]][Python-url]
* [![SQL][SQL]][SQL-url]

<p align="right">(<a href="#readme-top">back to top</a>)</p>



<!-- GETTING STARTED -->
## Getting Started

This is an example of how you may give instructions on setting up your project locally.
To get a local copy up and running follow these simple example steps.

### Prerequisites

This is an example of how to list things you need to use the software and how to install them.
* npm
  ```sh
  npm install npm@latest -g
  ```

### Installation

pip install -r requirements.txt
uvicorn app.main:app --reload

1. Get a free API Key at [https://example.com](https://example.com)
2. Clone the repo
   ```sh
   git clone https://github.com/github_username/repo_name.git
   ```
3. Install NPM packages
   ```sh
   npm install
   ```
4. Enter your API in `config.js`
   ```js
   const API_KEY = 'ENTER YOUR API';
   ```
5. Change git remote url to avoid accidental pushes to base project
   ```sh
   git remote set-url origin github_username/repo_name
   git remote -v # confirm the changes
   ```

<p align="right">(<a href="#readme-top">back to top</a>)</p>



<!-- USAGE EXAMPLES -->
## Usage

Use this space to show useful examples of how a project can be used. Additional screenshots, code examples and demos work well in this space. You may also link to more resources.

_For more examples, please refer to the [Documentation](https://example.com)_

<p align="right">(<a href="#readme-top">back to top</a>)</p>



<!-- ROADMAP -->
## Roadmap

- [ ] Feature 1
- [ ] Feature 2
- [ ] Feature 3
    - [ ] Nested Feature

See the [open issues](https://github.com/stephmnt/OCR_projet05/issues) for a full list of proposed features (and known issues).

<p align="right">(<a href="#readme-top">back to top</a>)</p>



<!-- CONTRIBUTING -->
## Contributing

Contributions are what make the open source community such an amazing place to learn, inspire, and create. Any contributions you make are **greatly appreciated**.

If you have a suggestion that would make this better, please fork the repo and create a pull request. You can also simply open an issue with the tag "enhancement".
Don't forget to give the project a star! Thanks again!

1. Fork the Project
2. Create your Feature Branch (`git checkout -b feature/AmazingFeature`)
3. Commit your Changes (`git commit -m 'Add some AmazingFeature'`)
4. Push to the Branch (`git push origin feature/AmazingFeature`)
5. Open a Pull Request

<p align="right">(<a href="#readme-top">back to top</a>)</p>

### Top contributors:

<a href="https://github.com/github_username/repo_name/graphs/contributors">
  <img src="https://contrib.rocks/image?repo=github_username/repo_name" alt="contrib.rocks image" />
</a>



<!-- LICENSE -->
## License

Distributed under the project_license. See `LICENSE.txt` for more information.

<p align="right">(<a href="#readme-top">back to top</a>)</p>



<!-- CONTACT -->
## Contact

Your Name - [@twitter_handle](https://twitter.com/twitter_handle) - email@email_client.com

Project Link: [https://github.com/github_username/repo_name](https://github.com/github_username/repo_name)

<p align="right">(<a href="#readme-top">back to top</a>)</p>



<!-- ACKNOWLEDGMENTS -->
## Acknowledgments

* []()
* []()
* []()

<p align="right">(<a href="#readme-top">back to top</a>)</p>



<!-- MARKDOWN LINKS & IMAGES -->
<!-- https://www.markdownguide.org/basic-syntax/#reference-style-links -->
[contributors-shield]: https://img.shields.io/github/contributors/stephmnt/OCR_projet05.svg?style=for-the-badge
[contributors-url]: https://github.com/stephmnt/OCR_projet05/graphs/contributors
[forks-shield]: https://img.shields.io/github/forks/stephmnt/OCR_projet05.svg?style=for-the-badge
[forks-url]: https://github.com/stephmnt/OCR_projet05/network/members
[stars-shield]: https://img.shields.io/github/stars/stephmnt/OCR_projet05.svg?style=for-the-badge
[stars-url]: https://github.com/stephmnt/OCR_projet05/stargazers
[issues-shield]: https://img.shields.io/github/issues/stephmnt/OCR_projet05.svg?style=for-the-badge
[issues-url]: https://github.com/stephmnt/OCR_projet05/issues
[license-shield]: https://img.shields.io/github/license/stephmnt/OCR_projet05.svg?style=for-the-badge
[license-url]: https://github.com/stephmnt/OCR_projet05/blob/master/LICENSE.txt
[linkedin-shield]: https://img.shields.io/badge/-LinkedIn-black.svg?style=for-the-badge&logo=linkedin&colorB=555
[linkedin-url]: https://linkedin.com/in/stephanemanet
[product-screenshot]: images/screenshot.png
[Noobie]: https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16
<!-- Shields.io badges. You can a comprehensive list with many more badges at: https://github.com/inttter/md-badges -->
[Next.js]: https://img.shields.io/badge/next.js-000000?style=for-the-badge&logo=nextdotjs&logoColor=white
[Next-url]: https://nextjs.org/
[React.js]: https://img.shields.io/badge/React-20232A?style=for-the-badge&logo=react&logoColor=61DAFB
[React-url]: https://reactjs.org/
[Vue.js]: https://img.shields.io/badge/Vue.js-35495E?style=for-the-badge&logo=vuedotjs&logoColor=4FC08D
[Vue-url]: https://vuejs.org/
[Angular.io]: https://img.shields.io/badge/Angular-DD0031?style=for-the-badge&logo=angular&logoColor=white
[Angular-url]: https://angular.io/
[Svelte.dev]: https://img.shields.io/badge/Svelte-4A4A55?style=for-the-badge&logo=svelte&logoColor=FF3E00
[Svelte-url]: https://svelte.dev/
[Laravel.com]: https://img.shields.io/badge/Laravel-FF2D20?style=for-the-badge&logo=laravel&logoColor=white
[Laravel-url]: https://laravel.com
[Bootstrap.com]: https://img.shields.io/badge/Bootstrap-563D7C?style=for-the-badge&logo=bootstrap&logoColor=white
[Bootstrap-url]: https://getbootstrap.com
[JQuery.com]: https://img.shields.io/badge/jQuery-0769AD?style=for-the-badge&logo=jquery&logoColor=white
[JQuery-url]: https://jquery.com 
<!-- TODO: -->
[Postgres]: https://img.shields.io/badge/Postgres-%23316192.svg?logo=postgresql&logoColor=white
[Python]: https://img.shields.io/badge/Python-3776AB?logo=python&logoColor=fff)
[MkDocs]: https://img.shields.io/badge/MkDocs-526CFE?logo=materialformkdocs&logoColor=fff
[NumPy]: https://img.shields.io/badge/NumPy-4DABCF?logo=numpy&logoColor=fff
[![Pandas](https://img.shields.io/badge/Pandas-150458?logo=pandas&logoColor=fff)](#)