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🧪 Neural Network Training Simulator: Adam vs RMSprop vs SGD

Interactive neural network simulator training on 2D data with decision boundary visualization, learning rate control, examples, advanced concepts, and FAQ.

Networks & Graph Theory2DModerate60 FPS📱 Mobile-adapted

⚙ Under the hood

Watch a neural network learn decision boundaries in real time, now with a genuinely functional optimizer selector: switch between SGD, Adam and RMSprop and see the effective learning rate readout adapt per-weight using real momentum and adaptive-gradient formulas instead of a cosmetic dropdown.

Neural NetworksDecision Boundaries

2D · HTML5 Canvas 2D · 60 FPS target · runs fully client-side, no install