Reddit reviews Linear Models in Matrix Form: A Hands-On Approach for the Behavioral Sciences
We found 2 Reddit comments about Linear Models in Matrix Form: A Hands-On Approach for the Behavioral Sciences. Here are the top ones, ranked by their Reddit score.
This has just come out: http://www.amazon.com/Linear-Models-Matrix-Form-Hands-/dp/3319117335 The author makes a genuine effort to explain matrix algebra in a statistical context. Not too pricey, either.
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 :)