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Introduction to Probability, Second Edition
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Autorius Joseph K. Blitzstein
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Assumes one-semester of calculus. "Stories" make distributions (Normal, Binomial, Poisson that are widely-used in statistics) easier to remember, understand. Many books write down formulas without explaining clearly why these particular distributions are important or how they are all connected.
Introduction to Probability, Second Edition