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Activations

Compare ReLU, Sigmoid, Tanh, Swish, GELU, and Leaky ReLU: visualize saturation zones, derivative curves, dead neuron detection, and gradient flow at each activation function.

ReLUSigmoidTanhSwishSaturation
OPEN INTERACTIVE LAB ↗

What you'll explore

  • ✓Activation functions
  • ✓Relu sigmoid tanh
  • ✓Gradient saturation
  • ✓Dead neurons
  • ✓Swish gelu
  • ✓Activation comparison

About this lab

Compare ReLU, Sigmoid, Tanh, Swish, GELU, and Leaky ReLU: visualize saturation zones, derivative curves, dead neuron detection, and gradient flow at each activation function. This simulation runs entirely in your browser — no installation, no account required, no data uploaded.

Part of the Deep Learning Labs track — 8 labs covering the full curriculum.

PLATFORM FEATURES
✓ Runs 100% in browser — no server, no installs
✓ Adjustable parameters with real-time output
✓ Privacy-first: zero data collection or uploads
✓ Blockchain-verifiable experiment logs on Polygon
✓ Free to use — open to everyone