Introduction to Probability, 2nd Edition by Dimitri P. Bertsekas, John N. Tsitsiklis. It is textbook for EECS Probability course at MIT and very well written for beginners.

Additionally, there are video lectures available on MIT OCW which mirror this book closely.

https://www.amazon.com/Introduction-Probability-2nd-Dimitri-...