Neural Network Playground

Dive into the world of artificial intelligence with our interactive Neural Network Playground. This educational tool lets you build, configure, and train neural networks in real-time. Experiment with different architectures, activation functions, and training parameters while watching your network learn to solve problems like XOR classification. Perfect for students, educators, and anyone curious about how neural networks work.
Interactive Network Builder Real-time Training Multiple Datasets Loss Visualization Model Export
Creative Studio
2-4-4-1 architecture for XOR
200 epochs, Adam optimizer
XOR, Circle, Spiral patterns
Save model as JSON

Neural Network Playground

Dive into the world of artificial intelligence with our interactive Neural Network Playground. This educational tool lets you build, configure, and train neural networks in real-time. Experiment with different architectures, activation functions, and training parameters while watching your network learn to solve problems like XOR classification. Perfect for students, educators, and anyone curious about how neural networks work.

Network Architecture
2 hidden layers
Training Configuration
0.1
200 epochs
Dataset
10% noise
Quick Guide
  • XOR: Classic non-linear problem
  • ReLU: Good for hidden layers
  • Sigmoid: Good for binary output
  • More layers: Better for complex patterns
Network Visualization Ready
Training Progress
Performance Metrics
-
Loss
-
Accuracy
0
Epoch
0s
Time
Test Predictions
Train the network first, then make predictions
Export Options

Help & Related Tools

Everything you need to know

FAQ Frequently Asked Questions

What features does the Neural Network Playground offer?
Build custom neural networks with adjustable layers and neurons, choose from multiple activation functions, train on classic problems like XOR, visualize real-time training progress with loss graphs, and export your model configuration as JSON for further analysis.
How do I use the Neural Network Playground?
Start by selecting the number of hidden layers and neurons per layer using the controls. Choose an activation function, then select a dataset like XOR. Click Train to watch your network learn in real-time, with the loss graph showing improvement over epochs.
Is the Neural Network Playground compatible with all devices?
Yes, the playground runs entirely in your browser using TensorFlow.js. It works on all modern browsers including Chrome, Firefox, Safari, and Edge. Mobile devices are supported, though desktop provides the best experience for visualization.
What are the technical limitations of this playground?
This educational tool is designed for small networks (up to 3 hidden layers, 10 neurons per layer) and simple datasets. For production ML tasks, use full frameworks like TensorFlow or PyTorch. Training happens in-browser, so complex networks may be slower.
Can I use custom datasets for training?
Currently, the playground includes pre-defined datasets like XOR, AND, OR, and circular classification problems. These are specifically chosen to demonstrate fundamental neural network concepts. Custom data import may be added in future updates.

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