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Probability Distributions Intuition Basics

See distributions as shapes and stories

This guide builds intuition for probability distributions: why normal, binomial, and exponential shapes appear, how to match distributions to processes, and what the shape says about typical vs rare outcomes.

Match process to shape

Normal arises from many small effects; binomial from repeat trials; exponential from waiting times.

Read the shape

Peaks show common values; tails show rare events; skew indicates asymmetry.

Use parameters

Mean/variance or p/n/? set the shape; see how changes move or stretch the curve.

Simulate to learn

Quick simulations help see how assumptions change the distribution.

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