I would advise you to follow this free course :
https://online.stanford.edu/courses/sohs-ystatslearning-stat...
The associated (free) book is a go to reference too.
https://online.stanford.edu/courses/sohs-ystatslearning-stat...
The associated (free) book is a go to reference too.