Here is a link the the course page (that has lecture videos and slides) for the Stanford cs224n “Deep Learning for Natural Language Processing” course.
Enjoy.
Remember that you can watch the videos at higher than 2x speed with these bookmarklets
AI, Machine Learning and Deep Learning Blog