NLP

From WikiZMSI

Natural Language Processing

Tutor: dr inż. Joanna Kołodziejczyk

Labs

• Part 1 - Introduction to NLTK
• Part 2 - Accessing Text Corpora
• Part 3 - Regular expressions
• Part 4 - N-gram Language Model with NLTK
• Part 5 - Text classification
• Part 6 - Word embedding

Lectures

1. Introduction Natural Language Processing
2. Text Processing
   • Chapter from the textbook
   • Presentation Text Processing
   • Presentation Minimum Edit Distance
3. Language Modeling N-Grams
   • Chapter from the textbook
   • Presentation: Language Modeling
4. Naive Bayes and Sentiment Classification
   • Chapter from the textbook
   • Text Classification and Naive Bayes
5. Logistic Regression for text classification
   • Chapter from the textbook
   • Text Classification with Logistic Regression
6. Vector Semantics and Embeddings
   • Chapter from the textbook
   • Vector Semantics and Embeddings