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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¢er=true&vCenter=true&width=700&lines=TYPING_LINE_1;TYPING_LINE_2;TYPING_LINE_3" alt="Typing SVG"/> | |
| <br/> | |
| [](https://www.python.org/) | |
| [](https://flask.palletsprojects.com/) | |
| [](https://www.docker.com/) | |
| [](https://huggingface.co/mnoorchenar/spaces) | |
| [](#) | |
| <br/> | |
| **PROJECT_EMOJI PROJECT_NAME** β PROJECT_DESCRIPTION | |
| <br/> | |
| --- | |
| </div> | |
| ## Table of Contents | |
| - [Features](#-features) | |
| - [Architecture](#οΈ-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) | |
| --- | |
| ## β¨ 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>π <b>Secure by Design</b></td> | |
| <td>Role-based access, audit logs, encrypted data pipelines</td> | |
| </tr> | |
| <tr> | |
| <td>π³ <b>Containerized Deployment</b></td> | |
| <td>Docker-first architecture, cloud-ready and scalable</td> | |
| </tr> | |
| </table> | |
| --- | |
| ## ποΈ Architecture | |
| ``` | |
| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| β PROJECT_NAME β | |
| β β | |
| β βββββββββββββ βββββββββββββ βββββββββββββββββ β | |
| β β Data βββββΆβ ML βββββΆβ Flask API β β | |
| β β Sources β β Engine β β Backend β β | |
| β βββββββββββββ βββββββββββββ βββββββββ¬ββββββββ β | |
| β β β | |
| β ββββββββββΌβββββββββ β | |
| β β Plotly Dash β β | |
| β β Dashboard β β | |
| β βββββββββββββββββββ β | |
| βββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ | |
| ``` | |
| --- | |
| ## π 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` π | |
| --- | |
| ## π³ 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 | |
| ``` | |
| --- | |
| ## π Dashboard Modules | |
| | Module | Description | Status | | |
| |--------|-------------|--------| | |
| | MODULE_EMOJI_1 MODULE_NAME_1 | MODULE_DESC_1 | β Live | | |
| | MODULE_EMOJI_2 MODULE_NAME_2 | MODULE_DESC_2 | β Live | | |
| | MODULE_EMOJI_3 MODULE_NAME_3 | MODULE_DESC_3 | β Live | | |
| | MODULE_EMOJI_4 MODULE_NAME_4 | MODULE_DESC_4 | π Beta | | |
| | MODULE_EMOJI_5 MODULE_NAME_5 | MODULE_DESC_5 | β Live | | |
| | MODULE_EMOJI_6 MODULE_NAME_6 | MODULE_DESC_6 | ποΈ Planned | | |
| --- | |
| ## π§ 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" | |
| } | |
| ``` | |
| --- | |
| ## π Project Structure | |
| ``` | |
| PROJECT_NAME/ | |
| β | |
| βββ π app/ | |
| β βββ π models/ # ML model definitions & loaders | |
| β βββ π routes/ # Flask API endpoints | |
| β βββ π dashboards/ # Plotly Dash layouts | |
| β βββ π utils/ # Helpers, preprocessing, logging | |
| β | |
| βββ π data/ | |
| β βββ π raw/ # Raw data sources | |
| β βββ π processed/ # Feature-engineered datasets | |
| β | |
| βββ π notebooks/ # Exploratory analysis & model training | |
| βββ π tests/ # Unit and integration tests | |
| βββ π app.py # Application entry point | |
| βββ π Dockerfile # Container definition | |
| βββ π docker-compose.yml # Multi-service orchestration | |
| βββ π requirements.txt # Python dependencies | |
| βββ π .env.example # Environment variable template | |
| ``` | |
| --- | |
| ## π¨βπ» 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> | <code>AI Researcher</code> | <code>Biostatistician</code> | |
| π Ontario, Canada π§ [mohammadnoorchenarboo@gmail.com](mailto:mohammadnoorchenarboo@gmail.com) | |
| ββββββββββββββββββββββββββββββββββββββ | |
| [](https://www.linkedin.com/in/mnoorchenar) | |
| [](https://mnoorchenar.github.io/) | |
| [](https://huggingface.co/mnoorchenar/spaces) | |
| [](https://scholar.google.ca/citations?user=nn_Toq0AAAAJ&hl=en) | |
| [](https://github.com/mnoorchenar) | |
| </td> | |
| </tr> | |
| </table> | |
| </div> | |
| --- | |
| ## π€ 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> | |
| --- | |
| ## π 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§ion=footer&text=Made%20with%20%E2%9D%A4%EF%B8%8F%20by%20Mohammad%20Noorchenarboo&fontColor=ffffff&fontSize=18&fontAlignY=80" width="100%"/> | |
| [](https://github.com/mnoorchenar/PROJECT_NAME) | |
| [](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> |