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https://github.com/blacksujit/neural_network_using_numpy_and_math
Inspired from a repo this neural network iN Neural network no tensorflow , pytorch is used it is just prepared by using numpy and some logical math
https://github.com/blacksujit/neural_network_using_numpy_and_math
algorithmic-composition basics-of-python calculus criticalthinking innovation machine-learning maths neural-network neuralnetworkusingnumpy numpy purebasics
Last synced: about 1 month ago
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Inspired from a repo this neural network iN Neural network no tensorflow , pytorch is used it is just prepared by using numpy and some logical math
- Host: GitHub
- URL: https://github.com/blacksujit/neural_network_using_numpy_and_math
- Owner: Blacksujit
- Created: 2024-07-21T20:46:24.000Z (6 months ago)
- Default Branch: main
- Last Pushed: 2024-07-21T21:17:38.000Z (6 months ago)
- Last Synced: 2024-07-21T22:29:01.709Z (6 months ago)
- Topics: algorithmic-composition, basics-of-python, calculus, criticalthinking, innovation, machine-learning, maths, neural-network, neuralnetworkusingnumpy, numpy, purebasics
- Language: HTML
- Homepage: https://neural-network-using-numpy-and-math.onrender.com/
- Size: 29.3 KB
- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Neural Network XOR Predictor
# Interesting part about this neural network:
## facinated by an repo and thaught how can be a neural network be prepared from scratch from just using numpy and maths no tensorflow , no pytorch just pure basics
Welcome to the Neural Network XOR Predictor! 🎉 This project demonstrates a simple neural network that learns and predicts the XOR logic gate. It showcases the power of neural networks and provides an interactive web interface to explore neural network predictions.
### Live Project:
[Live Demo](https://neural-network-using-numpy-and-math.onrender.com/)
# Web Page:
## 📋 Project Structure
```
neural-network-xor-predictor_using_numpy/
│
├── app.py # Main Flask application file
├── neural_network.py # Neural network implementation using NumPy
├── templates/
│ └── index.html # HTML file for the web interface
├── static/
│ └── style.css # CSS file for styling the web interface
└── README.md # This README file
```
## 🛠️ Features
- **Neural Network Training**: Trains a neural network to predict the XOR logic gate using Python and NumPy.
- **Interactive Web Interface**: Built with Flask and HTML/CSS to input values and get predictions in real-time.
- **Visualization**: Includes a Plotly-based animation to visualize the neural network layers.
- **Educational Video**: Embedded YouTube video explaining how neural networks work.
# Neural Network XOR Predictor
Welcome to the Neural Network XOR Predictor! 🎉 This project demonstrates a simple neural network that learns and predicts the XOR logic gate. It showcases the power of neural networks and provides an interactive web interface to explore neural network predictions.
## 🧑💻 Installation
1. **Clone the repository:**
```bash
git clone https://github.com/Blacksujit/Neural_Network_using_Numpy_and_Math.git
```
2. **Set up a virtual environment:**
```bash
python -m venv venv
source venv/bin/activate # On Windows, use `venv\Scripts\activate`
```
3. **Install dependencies:**
```bash
pip install -r requirements.txt
```
4. **Run the application:**
```bash
python app.py
```
5. **Navigate to `http://127.0.0.1:5000/` in your web browser.**
## 🎨 Visualization
The neural network layers are visualized using Plotly. An interactive animation demonstrates how the different layers of the neural network are structured.
## 🎥 Educational Video
Learn how neural networks work with our embedded YouTube video:
[How a Neural Network Works](https://www.youtube.com/embed/aircAruvnKk)
## 📝 How to Contribute
Feel free to fork the repository and submit pull requests. For major changes, please open an issue first to discuss what you would like to change.
## 💬 Contact
For any questions or suggestions, please contact me at [[email protected]](mailto:[email protected]).
## 🔗 Links
- [Project Repository](https://github.com/Blacksujit/Neural_Network_using_Numpy_and_Math.git)
- [Live Demo](https://neural-network-using-numpy-and-math.onrender.com/)
## 📜 License
This project is licensed under the MIT License. See the [LICENSE](LICENSE) file for details.
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Thank you for checking out the Neural Network XOR Predictor! We hope you find it insightful and useful. 🚀
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