Class

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Linguistic Concepts

  • conference - anaphors
  • gang of four design
  • null subject
  • recursion

Word Embeddings

  • HMMS, CRF, PGMs
    • CBoW -Bag of Words / ngrams - feature per word/n items
    • 1-hot Sparse input - create a vector the size of the entire vocabulary
  • Stop Words
  • TF-IDF

Word2Vec

Skip-Gram



  • Firth 1957 Distributional Hypothess
  • Word Cloud



Text Classification

Text/Machine Translation (MNT)

Financial News

Tools:

  • Glove
    • dot product
  • FastText
    • Skipgram
    • Continuous bag of words
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