Try ISLR (for learning/prediction-based stats). Probably the best for someone of your level. Incredibly well written, based around examples, reproducible code. The complex parts – the parts where you need math or abstract concepts – are VERY intuitive.
http://www-bcf.usc.edu/~gareth/ISL/ISLR%20Fourth%20Printing....
Free download from the authors, too!