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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