AutoMLOps / readme-template.md
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Update 2026-03-25 13:52:27
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---
title: PROJECT_NAME
colorFrom: COLOR_FROM
colorTo: COLOR_TO
sdk: docker
---
<div align="center">
<h1>PROJECT_EMOJI PROJECT_NAME</h1>
<img src="https://readme-typing-svg.demolab.com?font=Fira+Code&size=22&duration=3000&pause=1000&color=COLOR_HEX&center=true&vCenter=true&width=700&lines=TYPING_LINE_1;TYPING_LINE_2;TYPING_LINE_3" alt="Typing SVG"/>
<br/>
[![Python](https://img.shields.io/badge/Python-3.10+-3b82f6?style=for-the-badge&logo=python&logoColor=white)](https://www.python.org/)
[![Flask](https://img.shields.io/badge/Flask-2.x-4f46e5?style=for-the-badge&logo=flask&logoColor=white)](https://flask.palletsprojects.com/)
[![Docker](https://img.shields.io/badge/Docker-Ready-3b82f6?style=for-the-badge&logo=docker&logoColor=white)](https://www.docker.com/)
[![HuggingFace](https://img.shields.io/badge/HuggingFace-Spaces-ffcc00?style=for-the-badge&logo=huggingface&logoColor=black)](https://huggingface.co/mnoorchenar/spaces)
[![Status](https://img.shields.io/badge/Status-Active-22c55e?style=for-the-badge)](#)
<br/>
**PROJECT_EMOJI PROJECT_NAME** β€” PROJECT_DESCRIPTION
<br/>
---
</div>
## Table of Contents
- [Features](#-features)
- [Architecture](#️-architecture)
- [Getting Started](#-getting-started)
- [Docker Deployment](#-docker-deployment)
- [Dashboard Modules](#-dashboard-modules)
- [ML Models](#-ml-models)
- [Project Structure](#-project-structure)
- [Author](#-author)
- [Contributing](#-contributing)
- [Disclaimer](#disclaimer)
- [License](#-license)
---
## ✨ Features
<table>
<tr>
<td>FEATURE_EMOJI_1 <b>FEATURE_TITLE_1</b></td>
<td>FEATURE_DESCRIPTION_1</td>
</tr>
<tr>
<td>FEATURE_EMOJI_2 <b>FEATURE_TITLE_2</b></td>
<td>FEATURE_DESCRIPTION_2</td>
</tr>
<tr>
<td>FEATURE_EMOJI_3 <b>FEATURE_TITLE_3</b></td>
<td>FEATURE_DESCRIPTION_3</td>
</tr>
<tr>
<td>FEATURE_EMOJI_4 <b>FEATURE_TITLE_4</b></td>
<td>FEATURE_DESCRIPTION_4</td>
</tr>
<tr>
<td>πŸ”’ <b>Secure by Design</b></td>
<td>Role-based access, audit logs, encrypted data pipelines</td>
</tr>
<tr>
<td>🐳 <b>Containerized Deployment</b></td>
<td>Docker-first architecture, cloud-ready and scalable</td>
</tr>
</table>
---
## πŸ—οΈ Architecture
```
β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”
β”‚ PROJECT_NAME β”‚
β”‚ β”‚
β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
β”‚ β”‚ Data │───▢│ ML │───▢│ Flask API β”‚ β”‚
β”‚ β”‚ Sources β”‚ β”‚ Engine β”‚ β”‚ Backend β”‚ β”‚
β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β””β”€β”€β”€β”€β”€β”€β”€β”¬β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
β”‚ β”‚ β”‚
β”‚ β”Œβ”€β”€β”€β”€β”€β”€β”€β”€β–Όβ”€β”€β”€β”€β”€β”€β”€β”€β” β”‚
β”‚ β”‚ Plotly Dash β”‚ β”‚
β”‚ β”‚ Dashboard β”‚ β”‚
β”‚ β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜ β”‚
β””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜
```
---
## πŸš€ Getting Started
### Prerequisites
- Python 3.10+
- Docker & Docker Compose
- Git
### Local Installation
```bash
# 1. Clone the repository
git clone https://github.com/mnoorchenar/PROJECT_NAME.git
cd PROJECT_NAME
# 2. Create a virtual environment
python -m venv venv
source venv/bin/activate # Windows: venv\Scripts\activate
# 3. Install dependencies
pip install -r requirements.txt
# 4. Configure environment variables
cp .env.example .env
# Edit .env with your settings
# 5. Run the application
python app.py
```
Open your browser at `http://localhost:7860` πŸŽ‰
---
## 🐳 Docker Deployment
```bash
# Build and run with Docker Compose
docker compose up --build
# Or pull and run the pre-built image
docker pull mnoorchenar/PROJECT_NAME
docker run -p 7860:7860 mnoorchenar/PROJECT_NAME
```
---
## πŸ“Š Dashboard Modules
| Module | Description | Status |
|--------|-------------|--------|
| MODULE_EMOJI_1 MODULE_NAME_1 | MODULE_DESC_1 | βœ… Live |
| MODULE_EMOJI_2 MODULE_NAME_2 | MODULE_DESC_2 | βœ… Live |
| MODULE_EMOJI_3 MODULE_NAME_3 | MODULE_DESC_3 | βœ… Live |
| MODULE_EMOJI_4 MODULE_NAME_4 | MODULE_DESC_4 | πŸ”„ Beta |
| MODULE_EMOJI_5 MODULE_NAME_5 | MODULE_DESC_5 | βœ… Live |
| MODULE_EMOJI_6 MODULE_NAME_6 | MODULE_DESC_6 | πŸ—“οΈ Planned |
---
## 🧠 ML Models
```python
# Core Models Used in PROJECT_NAME
models = {
"MODEL_KEY_1": "MODEL_VALUE_1",
"MODEL_KEY_2": "MODEL_VALUE_2",
"MODEL_KEY_3": "MODEL_VALUE_3",
"MODEL_KEY_4": "MODEL_VALUE_4",
"MODEL_KEY_5": "MODEL_VALUE_5"
}
```
---
## πŸ“ Project Structure
```
PROJECT_NAME/
β”‚
β”œβ”€β”€ πŸ“‚ app/
β”‚ β”œβ”€β”€ πŸ“‚ models/ # ML model definitions & loaders
β”‚ β”œβ”€β”€ πŸ“‚ routes/ # Flask API endpoints
β”‚ β”œβ”€β”€ πŸ“‚ dashboards/ # Plotly Dash layouts
β”‚ └── πŸ“‚ utils/ # Helpers, preprocessing, logging
β”‚
β”œβ”€β”€ πŸ“‚ data/
β”‚ β”œβ”€β”€ πŸ“‚ raw/ # Raw data sources
β”‚ └── πŸ“‚ processed/ # Feature-engineered datasets
β”‚
β”œβ”€β”€ πŸ“‚ notebooks/ # Exploratory analysis & model training
β”œβ”€β”€ πŸ“‚ tests/ # Unit and integration tests
β”œβ”€β”€ πŸ“„ app.py # Application entry point
β”œβ”€β”€ πŸ“„ Dockerfile # Container definition
β”œβ”€β”€ πŸ“„ docker-compose.yml # Multi-service orchestration
β”œβ”€β”€ πŸ“„ requirements.txt # Python dependencies
└── πŸ“„ .env.example # Environment variable template
```
---
## πŸ‘¨β€πŸ’» Author
<div align="center">
<table>
<tr>
<td align="center" width="100%">
<img src="https://avatars.githubusercontent.com/mnoorchenar" width="120" style="border-radius:50%; border: 3px solid #4f46e5;" alt="Mohammad Noorchenarboo"/>
<h3>Mohammad Noorchenarboo</h3>
<code>Data Scientist</code> &nbsp;|&nbsp; <code>AI Researcher</code> &nbsp;|&nbsp; <code>Biostatistician</code>
πŸ“ &nbsp;Ontario, Canada &nbsp;&nbsp; πŸ“§ &nbsp;[mohammadnoorchenarboo@gmail.com](mailto:mohammadnoorchenarboo@gmail.com)
──────────────────────────────────────
[![LinkedIn](https://img.shields.io/badge/LinkedIn-0077B5?style=for-the-badge&logo=linkedin&logoColor=white)](https://www.linkedin.com/in/mnoorchenar)&nbsp;
[![Personal Site](https://img.shields.io/badge/Website-mnoorchenar.github.io-4f46e5?style=for-the-badge&logo=githubpages&logoColor=white)](https://mnoorchenar.github.io/)&nbsp;
[![HuggingFace](https://img.shields.io/badge/HuggingFace-ffcc00?style=for-the-badge&logo=huggingface&logoColor=black)](https://huggingface.co/mnoorchenar/spaces)&nbsp;
[![Google Scholar](https://img.shields.io/badge/Scholar-4285F4?style=for-the-badge&logo=googlescholar&logoColor=white)](https://scholar.google.ca/citations?user=nn_Toq0AAAAJ&hl=en)&nbsp;
[![GitHub](https://img.shields.io/badge/GitHub-181717?style=for-the-badge&logo=github&logoColor=white)](https://github.com/mnoorchenar)
</td>
</tr>
</table>
</div>
---
## 🀝 Contributing
Contributions are welcome! Please follow these steps:
1. **Fork** the repository
2. **Create** a feature branch: `git checkout -b feature/amazing-feature`
3. **Commit** your changes: `git commit -m 'Add amazing feature'`
4. **Push** to the branch: `git push origin feature/amazing-feature`
5. **Open** a Pull Request
---
## Disclaimer
<span style="color:red">This project is developed strictly for educational and research purposes and does not constitute professional advice of any kind. All datasets used are either synthetically generated or publicly available β€” no real user data is stored. This software is provided "as is" without warranty of any kind; use at your own risk.</span>
---
## πŸ“œ License
Distributed under the **MIT License**. See [`LICENSE`](LICENSE) for more information.
---
<div align="center">
<img src="https://capsule-render.vercel.app/api?type=waving&color=0:3b82f6,100:4f46e5&height=120&section=footer&text=Made%20with%20%E2%9D%A4%EF%B8%8F%20by%20Mohammad%20Noorchenarboo&fontColor=ffffff&fontSize=18&fontAlignY=80" width="100%"/>
[![GitHub Stars](https://img.shields.io/github/stars/mnoorchenar/PROJECT_NAME?style=social)](https://github.com/mnoorchenar/PROJECT_NAME)
[![GitHub Forks](https://img.shields.io/github/forks/mnoorchenar/PROJECT_NAME?style=social)](https://github.com/mnoorchenar/PROJECT_NAME/fork)
<sub>The name "PROJECT_NAME" is used purely for academic and research purposes. Any similarity to existing company names, products, or trademarks is entirely coincidental and unintentional. This project has no affiliation with any commercial entity.</sub>
</div>