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Backpropagation

Step through the chain rule computation, visualize vanishing and exploding gradients, compare SGD, Adam, and RMSProp convergence, and see how gradient flow changes with depth.

Chain RuleGradientsVanishingOptimizers
OPEN INTERACTIVE LAB ↗

What you'll explore

  • ✓Backpropagation visualization
  • ✓Chain rule
  • ✓Vanishing gradient
  • ✓Adam optimizer
  • ✓Gradient descent
  • ✓Optimizer comparison

About this lab

Step through the chain rule computation, visualize vanishing and exploding gradients, compare SGD, Adam, and RMSProp convergence, and see how gradient flow changes with depth. 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