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A modern AI python package.

Project description

๐Ÿš€ NexusView

A Modern AI-Powered Computer Vision Framework

Python License Status GitHub Stars GitHub Forks

NexusView is a modern, scalable, and developer-friendly computer vision framework designed to simplify AI model development, experimentation, visualization, and deployment. It provides a structured workflow for building deep learning applications while maintaining clean, modular, and reusable code.


๐Ÿ“‘ Table of Contents

  • Overview
  • Features
  • Project Structure
  • Installation
  • Quick Start
  • Configuration
  • Technologies
  • Roadmap
  • Contributing
  • License
  • Author

๐Ÿ“– Overview

NexusView aims to provide an organized ecosystem for developing computer vision projects. Whether you're training deep learning models, performing image classification, object detection, segmentation, or experimenting with custom architectures, NexusView offers a clean and extensible foundation.

The project is designed with scalability and maintainability in mind, making it suitable for research, production prototypes, and educational purposes.


โœจ Features

  • Modern project architecture
  • Modular codebase
  • Easy configuration management
  • Deep Learning ready
  • Image preprocessing utilities
  • Dataset management
  • Model training pipeline
  • Evaluation metrics
  • Visualization tools
  • Experiment tracking
  • GPU acceleration support
  • Easy deployment workflow
  • Cross-platform compatibility

๐Ÿ“‚ Project Structure

NexusView/
โ”‚
โ”œโ”€โ”€ configs/
โ”œโ”€โ”€ data/
โ”‚   โ”œโ”€โ”€ raw/
โ”‚   โ”œโ”€โ”€ processed/
โ”‚   โ””โ”€โ”€ samples/
โ”‚
โ”œโ”€โ”€ docs/
โ”œโ”€โ”€ models/
โ”œโ”€โ”€ notebooks/
โ”œโ”€โ”€ outputs/
โ”‚   โ”œโ”€โ”€ checkpoints/
โ”‚   โ”œโ”€โ”€ logs/
โ”‚   โ””โ”€โ”€ predictions/
โ”‚
โ”œโ”€โ”€ scripts/
โ”œโ”€โ”€ src/
โ”‚   โ”œโ”€โ”€ datasets/
โ”‚   โ”œโ”€โ”€ models/
โ”‚   โ”œโ”€โ”€ training/
โ”‚   โ”œโ”€โ”€ evaluation/
โ”‚   โ”œโ”€โ”€ visualization/
โ”‚   โ””โ”€โ”€ utils/
โ”‚
โ”œโ”€โ”€ tests/
โ”œโ”€โ”€ requirements.txt
โ”œโ”€โ”€ README.md
โ””โ”€โ”€ LICENSE

โš™๏ธ Installation

Clone the repository

git clone https://github.com/Tariful3/NexusView.git

Navigate into the project

cd NexusView

Create a virtual environment

conda create -n nexusview python=3.10
conda activate nexusview

Install dependencies

pip install -r requirements.txt

๐Ÿš€ Quick Start

Run the project

python app.py

or

python main.py

Update the command above according to your project entry point.


โš™๏ธ Configuration

Project configurations are managed inside the configs/ directory.

Example:

batch_size: 32
learning_rate: 0.001
epochs: 50
device: cuda

๐Ÿ›  Technologies

  • Python
  • PyTorch
  • OpenCV
  • NumPy
  • Pandas
  • Matplotlib
  • Scikit-learn
  • Jupyter Notebook
  • Git
  • GitHub

๐Ÿ“Š Project Status

๐Ÿšง Under Active Development

New features, improvements, and documentation are continuously being added.


๐Ÿ—บ Roadmap

  • Project initialization
  • Dataset management
  • Training pipeline
  • Model evaluation
  • Visualization dashboard
  • Model deployment
  • REST API
  • Docker support
  • Documentation website

๐Ÿค Contributing

Contributions are welcome!

If you'd like to contribute:

  1. Fork the repository
  2. Create a new branch
git checkout -b feature/your-feature
  1. Commit your changes
git commit -m "Add new feature"
  1. Push the branch
git push origin feature/your-feature
  1. Open a Pull Request

๐Ÿ“„ License

This project is licensed under the MIT License.

See the LICENSE file for more information.


๐Ÿ‘จโ€๐Ÿ’ป Author

Md. Tariful Islam

GitHub: https://github.com/Tariful3


โญ If you find this project useful, consider giving it a Star!

Made with โค๏ธ by Md. Tariful Islam

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