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Visual Guides/What Is a Neural Network?
Deep Learning

What Is a Neural Network?

Build a neural network layer by layer. Change the architecture, swap activation functions, and watch how signals flow from input to output. Tap or hover neurons to inspect their activation values.

Exploration Progress1/2 architectures · 0/3 input changes · 1/2 activations

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Network Diagramtap or hover neurons to inspect values
InputHidden 1[ReLU]Hidden 2[ReLU]Output[Sigmoid]

Input Values (x₁, x₂, x₃)

x10.70
x20.30
x30.50

Architecture Presets

Hidden Activation Function

Output Neurons

Output 1
0.535
Output 2
0.501

Key Insight

Each neuron computes a weighted sum of its inputs plus a bias, then passes it through an activation function. Without non-linear activations, any deep network collapses to a single linear function.

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