Probability: For the Enthusiastic Beginner

probability cover

Self-published (to keep the cost low) through CreateSpace (2016), 370 pages.
Intended audience: College or advanced high school.
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Paperback: $19.95
Kindle eBook (print replica): $6.95

Back cover (concise description of book)
Table of contents
Sample chapters:
   Chapter 2 (Probability)
   Chapter 4 (Distributions)

Note1: A set of exercises suitable for homework problems is located here: Exercises. (The later chapters don't have as many.)
Note 2: Calculus isn't a prerequisite, although a few of the problems do involve calculus. These are marked clearly.