Andrew Ng lecture, Stanford Graduate School of Business
High level, but totally worth watching.
https://www.youtube.com/watch?v=21EiKfQYZXc
I went looking for lectures from different sources and these are a great "from first principles" introduction. The newer cs231n lectures may have more relevant details, but I like Andrej Karpathy's