Reddit reviews Advanced Statistics for the Behavioral Sciences: A Computational Approach with R
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If you want an introduction to statistical concepts and you're a post-doc psych academic (so I guess not too strong on foundational linear algebra and calculus), you could start with two books I have been reading lately which start from those foundations and build up to the mathematical explanation of linear models up to generalized linear models:
Thus far I'm having no difficulty accompanying the two books. I did MIT 6.431X introduction to probability (which is a great course at EdX and which started a new run a week ago) though so your mileage may vary :)