Mathematical Methods of Statistics, Harald Cramér is really great if you're coming to Statistics from the mathematical side. It's a bit dated, but still relevant for all the basic mathematical statistics.

Two other noteworthy books come to mind for inference and estimation theory:

• Theory of Point Estimation, E. L. Lehmann
• Theory of Statistics, Schervish

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