Understand the mathematics.
Not just the formulas.

University-level mathematics, explained clearly and explored interactively. Read an idea, test it, and discover what changes when the assumptions do.

The course catalog

Three ways into mathematics

Start anywhere. Follow the ideas.

45 lessons · In review

Introduction to Statistics

Learn to reason with evidence, quantify uncertainty, and recognize when numbers are trying to fool you.

Enter the course →
In development

Precalculus

Functions, transformations, trigonometry, and algebra as an interconnected language.

Preview the pathway →
In development

Calculus

Changes, accumulation, and the surprisingly powerful idea of the infinitesimal.

Preview the pathway →
What makes it different

Don't just read it. Change it.

Read

Original, carefully explained lessons that put intuition before notation and accuracy before shortcuts.

Experiment

Move an observation. Resample a distribution. Watch the mathematics respond to your decisions.

Reason

Work through questions that ask what a result means—not merely which button to press.

From the beginning

This is a real work in progress.

Our first-pass statistics course now spans 45 draft lessons and a fourteen-week teaching sequence, with interactive laboratories, assessments, and a research capstone. Mathematical and editorial review, recorded lectures, and student pilots are still underway.

Our goal is to build something rigorous enough for an undergraduate classroom and welcoming enough for anyone with curiosity.

See what's available →