I didn’t understand probability, until I read E T Jaynes Probability Theory: Logic of Science
It defines the base blocks of probability very, very slow. And never hand-waves anything. But it’s the “bayesian” view of probability; but it’s honestly the easier one to understand.
https://www.amazon.com/Probability-Theory-Science-T-Jaynes/d...