For regression I really like Frank Harrell's Regression Modeling Strategies. http://biostat.mc.vanderbilt.edu/wiki/Main/RmS
His blog, http://www.fharrell.com, also contains interesting posts.
https://www.amazon.com/Linear-Regression-Analysis-George-Seb...