Section outline

  • March 8th, Friday (10:30-12:30)

    Words and meaning

    • Pointwise mutual information
    • Probability estimation
    • Examples
    • Practical issues
    • Truncated singular value decomposition
    • Neural word embeddings
    • Word2vec and skip-gram
    • Logistic regression
    • Training
    • Practical issues
    • FastText and GloVe

    References

    • Jurafsky and Martin, chapter 6
    • Voita, NLP Course | For You (web course): Word embeddings