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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. Hover over neurons to inspect their activation values.

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

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Network Diagramhover 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
0.511
Output 2
0.495

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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