Review article by Pankaj Mehta et al.
The article is available on arxiv .
by Andrew Ng
This is the seminal course (and probably th most famous one) on the basics of machine-learning. It gives great introduction to machine-learning and it would be great if you could go through the lectures before we start our course. You can find the course here.