All of statistics by wasserman, and then all of nonparametric statistics. Since you’re also interested in the philosophy side of things, definitely suggest Jud

All of statistics by wasserman, and then all of nonparametric statistics. Since you’re also interested in the philosophy side of things, definitely suggest Judea pearl too!