Comment by modeless

Hinton is currently teaching a Coursera class on neural nets: https://class.coursera.org/neuralnets-2012-001/class/index

So far I've watched the first lecture and it seems like it'll be exactly the course I've been wanting: starting with the basics of machine learning but quickly diving into the state of the art for neural nets.