STANDALONE MATERIALS

Interactive
Learning Lab

A separate home for interactive HTML modules. Each module can have a permanent URL and can be used independently of book chapter order.

STATISTICS

Why squared error?

Drag a fitted line and compare absolute vs squared error live — see why least squares reacts so strongly to outliers.

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STATISTICS

Where distributions come from

Run coin-flip trials and watch a bell-shaped histogram emerge from raw randomness, not a formula.

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STATISTICS

Correlation vs causation

Same correlation number, four different causal stories — see why the number alone never settles which is true.

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STATISTICS

Pearson's correlation coefficient

Drag points and watch r update live — see the formula itself as a balance of agreeing vs disagreeing deviations.

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FUTURE

Statistics · Mathematics · AI

The same system can serve every future STEM book.