Gradient Lab — see how machines learn
Gradient Lab is a free, interactive playground for understanding
gradient descent and optimization. Watch the loss
landscape in 1D, 2D and 3D; compare optimizers — Gradient Descent,
Momentum, Nesterov, AdaGrad, RMSProp and Adam — from the same start;
race them; map the basins of attraction; and work through a built-in
course from "which way is down?" to a real tiny neural network.
This application is interactive and requires JavaScript. Please enable JavaScript to use it.