Stanford NLP with Deep Learning course (WI 19) https://web.stanford.edu/class/cs224n/
Old course (WI 17): https://web.stanford.edu/class/archive/cs/cs224n/cs224n.1174/syllabus.html
Often referred to: https://github.com/zyxue/stanford-cs224n
Lectures slides are shared here: https://drive.google.com/drive/folders/1xd0bKzkL_sQ95p99RAPBKT1pQl4ygkv1?usp=sharing