Natural Language Processing

MS course, HKUST, CSE, 2020

This course introduces basic knowledge of Natural Language Processing, including mathematical and linguistic basics for NLP, language modeling, text classification, sentiment analysis, relation extraction, parsing, question answering, etc.

  1. Basic text processing
  2. Topic modeling
  3. NLTK
  4. Word embedding
  5. Seq2Seq
  6. Attention
  7. Dialog
  8. Question answering
  9. Machine translation