Probability and Statistical Inference by Robert Bartoszynski
This book is unique in its emphasis on understanding why over how to. Rather than relying on computer software packages, it provides the mathematical foundation readers need to carry out various procedures using a variety of packages. It stresses integrating the knowledge gained in the book rather than training the user in isolated skills or concepts.