Visualizing Analytics

Interactive demonstrations for ITM 4150 — explore models, geometry, and intuition through hands‑on visuals.

What this site is

A collection of mini‑labs that turn statistical learning into something you can see and feel. Each activity has a short goal, a few controls, and immediate feedback.

Start here

Use the SVM margin slider to explore how soft‑margin strength changes the decision boundary.

Open SVM Margin Slider

Learning goals

Geometry

See boundaries, margins, and support vectors as the model updates.

Trade‑offs

Balance accuracy and margin with a single slider you control.

Interpretation

Connect math to outcomes with instant visual feedback.

Classification Margins Optimization Interactive

Quick preview: a stylized SVM boundary with two clustered classes.