week01_embeddings

Word embeddings

• lecture slides
• Our videos: lecture, seminar
• Lecture video from Stanford CS224N - intro, embeddings (english)

Practice & homework

The practice for this week takes place in notebooks. Just open them and follow instructions from there.

• Seminar: ./seminar.ipynb
• Homework: ./homework.ipynb

Unless explicitly said otherwise, all subsequent weeks follow the same pattern (notebook with instructions).

If you have any difficulties with notebooks, just open them in .

Lecture-blog, research thinking exercises, related papers and fun:

NLP Course For You

Take a walk through space... Semantic Space!

NLP Course For You

More materials (optional)

• On hierarchical & sampled softmax estimation for word2vec page
• GloVe project page
• FastText project repo
• Another cool link that you could have shared, but decided to hesitate. Or did you?