ML Visual Playground
Develop an intuitive, geometric understanding of modern machine learning mechanics. Each visualizer runs real math directly in your browser.
Gradient Descent
Interactive simulator of the core optimization algorithm. Adjust learning rates to see convergence or divergence.
Decision Boundary
Watch how an algorithm finds the separating hyperplane for 2D classification data point clouds.
Overfitting Demo
Understand the bias-variance tradeoff by tuning model complexity on noisy regression targets.
Backpropagation Flow
Interactive step-by-step math and intuition behind how neural networks learn from their mistakes.
Convolution Visualizer
Interactive 1D, 2D, and 3D geometric intuition for Convolution math, imaging filters, and signals.
3D Normalization
Geometric intuition for Batch, Layer, Instance, and Group Normalization using interactive 3D tensors.
Activation Functions
Interactive laboratory to explore how neural networks transform data visually and mathematically.
Neural Network Playground
Live neural network IDE. Type a layer DSL and watch the graph update in real-time with shape propagation.
Loss Function Explorer
Interactive 3D visualization of MSE, MAE, BCE, and Hinge Loss. Watch gradient descent optimize live on a loss surface.