Visualize Neural Networks Like Never Before
Real-time, interactive exploration of how artificial neurons connect, learn, and evolve.
This is how Synaptix looks in action.
Synaptix is a dynamic web-based tool that allows you to visualize, interact with, and understand the training and behavior of neural networks in real-time. Whether you're a curious student, a CS educator, or a seasoned AI practitioner, Synaptix opens the black box of deep learning through vivid, step-by-step animations and intuitive explanations.
“What a neuron sees, Synaptix shows.”
- 🔄 Live Training Visualization: Watch forward pass, backpropagation, and weight updates as they happen.
- 🧩 Modular Network Builder: Drag-and-drop layers, set activations, adjust sizes.
- 📊 Activation & Gradient Maps: See how each layer transforms data.
- ⏯️ Step-by-Step Debugger: Pause, rewind, and inspect each computation.
- 🌈 Custom Data & Problems: Train on your own 2D datasets or choose built-in challenges (e.g., XOR, spiral).
- 🧠 Explainer Mode: Toggle human-readable insights on loss functions, overfitting, or optimization.
| Frontend | Backend (optional) | Other Integrations |
|---|---|---|
| React.js | Node.js / Flask (optional) | TensorFlow.js |
| D3.js / Canvas | Express / REST API | Anime.js, Chart.js |
| TailwindCSS / CSS3 | Firebase (for session save) | MathJax (for math rendering) |
Check this project out at https://synaptix-xi.vercel.app/
git clone https://github.com/ju-baer/Synaptix
cd Synaptix
npm install
npm run dev