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NLP-ICTS6361-2020

NLP Course (ICTS6361) - 2020

https://mksaad.wordpress.com/2020/09/24/natural-language-processing-nlp-course-2020/

Topics

  • Introduction to NLP & Python for NLP
  • Word Vectors and Word Embeddings
  • Neural Nets and Neural Language Models
  • Sequence Processing with Recurrent Networks
  • Text Classification and Sentiment Analysis
  • Encoder-Decoder Models, Attention, and Contextual Embeddings
  • Machine Translation, Seq2Seq and Attention
  • Question Answering systems (QA)
  • ConvNets for NLP
  • Contextual Word Representations: BERT
  • Natural Language Generation
  • Chatbots
  • Image captioning with visual attention