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anonym comments on Recommended reading for new rationalists - Less Wrong
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Understanding Uncertainty, by Dennis V. Lindley.
It's a friendly and practical introduction to the bare minimum the author thinks everybody should understand of probability and decision theory as they pertain to uncertainty and reasoning under uncertainty.