PyTorch Neural Network Simulation

Interactive Machine Learning Education Platform

Explore how neural networks work through interactive simulations. Build, train, and visualize networks in real-time while learning PyTorch fundamentals with auto-generated code.

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Live Neural Network Simulation

How to use: Adjust the architecture (add/remove layers & neurons), set hyperparameters, then click "Train" to watch the network learn the XOR function. Click any neuron to inspect its values. The PyTorch code below auto-updates to match your network configuration.

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Core PyTorch Concepts

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XOR Decision Boundary Playground

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PyTorch Training Pipeline