MACHINE LEARNING
Feature Engineering
Interactive feature engineering pipeline: column profiling, one-hot and label encoding, min-max and z-score normalization, log transforms, i…
ProfileEncodeNormalizePCA
Interactive ML algorithm simulations: regression, classification, clustering, feature engineering, and model evaluation — all running in your browser with real data.
Interactive feature engineering pipeline: column profiling, one-hot and label encoding, min-max and z-score normalization, log transforms, i…
Simulate OLS, multiple linear regression, polynomial regression degrees 1-3, Ridge and Lasso with lambda sweep — all with live residual diag…
Run and compare kNN, Logistic Regression, Naive Bayes, and Decision Tree classifiers with adjustable parameters, confusion matrices, ROC cur…
Interactive clustering workstation: k-Means++ with elbow method, DBSCAN with epsilon and minPts sliders, agglomerative hierarchical clusteri…
Complete model evaluation toolkit: bias-variance decomposition with bootstrap, learning curves, k-fold cross-validation with per-fold scores…