Natural Language Processing

Topic outline

• General
  

  General

  • Announcements Forum
• Introduction to NLP
  

  Introduction to NLP

  • 1-NLP-Course-Intro.pdf File
  • 2-NLP-intro.pdf File
  • Getting_started_with_Text_Analysis.ipynb File
  • Vietnamese_NLP_Pipeline.ipynb File
• Naive Bayes
  

  Naive Bayes

  • 3-Naive_Bayes.pdf File
  • Naive_Bayes_for_Sentiment_Analysis.ipynb File
• Perceptron Algorithm
  

  Perceptron Algorithm

  • 4-Perceptron Algorithm File
  • Perceptron_for_Text_Classification.ipynb File
• Logistic Regression
  

  Logistic Regression

  • 5-Logistic Regression File
  • Logistic_Regression_for_Text_Categorization.ipynb File
• PyTorch Tutorial
  

  PyTorch Tutorial

  • 6-PyTorch Tutorial File
  • Logistic_Regression_with_Pytorch.ipynb File
• Feed-forward Neural Networks
  

  Feed-forward Neural Networks

  • 7-Feed-forward Neural Networks.pdf File
• N-gram Language Models
  

  N-gram Language Models

  • 8-N-gram_LM.pdf File
  • Bigram_Language_Model.ipynb File
• Recurrent Neural Networks
  

  Recurrent Neural Networks

  • 9-Recurrent_Neural_Networks.pdf File
  • RNN_for_Sequence_Labeling.ipynb File
• Transformers
  

  Transformers

  • 10-Transformers.pdf File
• Final exam
  

  Final exam

  • Groups.pdf File
  • Exam order File