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Interactive Explainers

Play with the theorems

Interactive explainers that let you move the mathematics: drag ε and watch δ answer, walk the topologist's sine curve, trap a subsequence by bisection, watch Newton's method fall into a cycle. 15 are free to play right here — the rest come with Trap Analysis.

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Video explainers

Narrated walk-throughs of the trickiest ideas, made for this site — no ads, no recommendations pulling you elsewhere. Free to watch whether or not the interactive below is unlocked.

Unit 4Limit Theorems and Markov Chains › Modes of convergence, WLLN, SLLN, CLT#

The Central Limit Theorem, watchedinteractivefree

Unit 4Hypothesis Testing › Neyman–Pearson lemma and UMP tests#

Type I against Type II: the trade-off you cannot escapeinteractivefree

Unit 4Probability › Axioms, conditional probability, independence, Bayes#

Bayes and the base rate: why a 99% accurate test is usually wronginteractivefree

Step 1 / 4The setup

A test has sensitivity 0.990.99 and specificity 0.950.95; the disease affects 1%1\% of people. You test positive. What is the chance you have it?

Unit 4Probability › Standard discrete and continuous distributions#

A distribution's own shape, as its parameters moveinteractivefree

Unlock every visual

Every interactive explainer comes with Trap Analysis — along with the worked solutions, the per-option trap diagnosis and the counterexample objects. The papers, the book and the video map are free without it.

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