ML Labs
Regression, classification, clustering, and evaluation — all interactive.
ML LabLinear Regression Lab
Fit a line to data by hand and compare it to the least-squares solution.
ML LabPolynomial Regression Lab
Explore how increasing polynomial degree changes the fit — and the risk of overfitting.
ML LabLogistic Regression
See how logistic regression draws decision boundaries for classification.
ML LabGradient Descent Basics
A beginner-friendly walkthrough of how gradient descent finds the optimum.
ML LabGradient Descent Lab
Roll down a loss surface and see how learning rate changes the path to the minimum.
ML LabDecision Tree Builder
Build and prune a decision tree while watching splits happen live.
ML LabDecision Tree Builder v2
A refined decision tree simulator with deeper visualization of splits and impurity.
ML LabK-Nearest Neighbors
Classify points live by adjusting k and watching decision boundaries shift.
ML LabK-Nearest Neighbors v2
An enhanced KNN sandbox with distance metrics and boundary visualization.
ML LabSupport Vector Machine Lab
Watch SVM find the optimal separating hyperplane and margin.
ML LabK-Means Clustering
Watch clusters form step-by-step as centroids converge on real data points.
ML LabDBSCAN Clustering
Discover density-based clustering and how it finds clusters of arbitrary shape.
ML LabDBSCAN Clustering v2
An upgraded density-based clustering sandbox with tunable epsilon and min-points.
ML LabPrincipal Component Analysis
Reduce dimensions visually and see which directions carry the most variance.
ML LabConfusion Matrix Explorer
See how predictions map to actual outcomes and how metrics are derived.
ML LabPrecision vs Recall Lab
Tune a classification threshold and watch precision and recall trade off live.
ML LabROC vs Precision-Recall Curves
Compare two key evaluation curves and understand when to use each.
ML LabCross-Validation Lab
Explore how k-fold splits protect models from overfitting to a single dataset.
ML LabBias vs Variance
Visualize the tradeoff between underfitting and overfitting as complexity changes.
ML LabNoise & Overfitting Lab
Add noise to data and watch how models react — and where they break.
ML LabProbability Playground
Build intuition for probability distributions through interactive experiments.
ML LabStatistics Arcade
A game-like sandbox for core statistics: mean, variance, and distributions.
ML LabVectors & Broadcasting Lab
Build intuition for vectors, dot products, and broadcasting through play.
