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probability textbooks

I recently started taking Probabilistic Graphical Models on coursera, and 2 weeks after starting the course I am beginning to believe that I am not that great in Probability and as a result of that I am not even able to follow the first topic (Bayesian Network). That being said, I want to make an effort to learn this course, so can you suggest to me some other resources for Probability which can be helpful in understanding this course

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    Your course has a textbook *Probabilistic Graphical Models: Principles and Techniques* by Daphne Koller and Nir Friedman. This book has an introductory chapter on probability and graph theory.2012-09-26

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