🧠 NeuroScope

Real-Time Neural Network Visualization & Diagnostic Library in Python

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🚀 Overview

NeuroScope is a Python-based library that enables real-time visualization of neural networks.
It helps developers, researchers, and students observe, debug, and interpret deep learning models as they train or run — bringing transparency to the black box of neural networks.

Visualize activations, neurons, and weights dynamically — making it easier to understand your models and communicate them visually.

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✨ Features

• 🧩 Visualize neural networks in real time
• 🔍 Observe neuron activations and weight connections
• ⚙️ Detect vanishing or dead neurons
• 🧠 Understand signal flow through forward/backpropagation
• 🎓 Ideal for teaching, research, and debugging
• 🔧 Built with PyTorch (TensorFlow support planned)

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🧪 Example Usage

from neuroscope import visualize
import torch
import torch.nn as nn

# Example model: 3 inputs → 5 hidden → 2 outputs
class TinyNet(nn.Module):
    def __init__(self):
        super().__init__()
        self.fc1 = nn.Linear(in_features=3, out_features=5)
        self.fc2 = nn.Linear(in_features=5, out_features=2)

    def forward(self, x):
        x = self.fc1(x)
        x = torch.relu(x)
        x = self.fc2(x)
        return x

# Visualize model
if __name__ == "__main__":
    model = TinyNet()
    visualize(model)
Run the example:

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python examples/demo_pytorch.py
🖼️ Visualization Preview
Neural Network Code	Real-Time Visualization

🧰 Installation
Once available on PyPI:

bash
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pip install neuroscope
Or install manually:

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git clone https://github.com/Hassan-xl/NeuroScope.git
cd NeuroScope
pip install -e .
📁 Project Structure
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NeuroScope/
│
├── neuroscope/           # Core library
├── examples/             # Example demos
├── neuroscope.egg-info/  # Package info
├── README.md             # Documentation
├── pyproject.toml        # Build configuration
├── setup.py              # Setup script
├── Demo-pytorch.jpg      # Code screenshot
└── visual-output.jpg     # Visualization screenshot
📹 Demo Video
🎥 Watch the live demonstration here:
🔗 https://lnkd.in/eCYQjgkj

🧑‍💻 Author
Hassan
AI Developer | Deep Learning Enthusiast

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📜 License
This project is released under the MIT License — free to use, modify, and distribute.

“You can’t improve what you can’t see.”
NeuroScope turns deep learning into a visible, interactive experience.