NLP Class from Stanford
http://web.stanford.edu/class/cs224n/index.html
List of videos here:
https://www.youtube.com/playlist?list=PLoROMvodv4rOhcuXMZkNm7j3fVwBBY42z
Slides mirror:
https://web.stanford.edu/class/cs224n/slides/
The assignments from our repos are newer than those mentioned in the lecture videos, and use Tensorflow instead of pyTorch:
https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1184/syllabus.html