Natural Language Processing

Topic outline

• Select topic General

  General

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  • Select activity Announcements

    

    Announcements Forum
  • Select activity Course blog

    

    Course blog URL
  • Select activity Final exam correction

    

    Final exam correction File
  • Select activity Final grades

    

    Final grades File
• Select topic Introduction to NLP

  Introduction to NLP
  • What is NLP?
  • NLP Applications
  • How does NLP work?
  • NLP techniques
  • Libraries and Frameworks for NLP

  • Select activity Chapter 1

    

    Chapter 1 File
• Select topic Preprocessing & Text Enconding

  Preprocessing & Text Enconding
  • Character Encoding
  • Text Segmentation
  • Text Cleaning
  • Tokenization
  • Text Encoding (Feature extraction)
  • Corpora & Datasets
  • Exploratory Data Analysis

  • Select activity Chapter 2

    

    Chapter 2 File
• Select topic Morphological Analysis

  Morphological Analysis
  • Word formatting
  • Inflection
  • Derivation
  • Stemming
  • Lemmatization
  • POS tagging

  • Select activity Chapter 3

    

    Chapter 3 File
• Select topic Syntactic Analysis

  Syntactic Analysis
  • Syntax, Grammar, Parser
  • Approaches
  • Syntax Tree
  • Constituency parsing
  • Dependency parsing

  • Select activity Chapter 4

    

    Chapter 4 File
• Select topic Topic 5

  Topic 5
• Select topic Semantic Analysis

  Semantic Analysis
  • Parts of semantic analysis
  • Approaches
  • Main semantic tasks
  • Semantic units
  • Meaning representation

  • Select activity Chapter 5

    

    Chapter 5 File
• Select topic Language modeleing & NLP evaluation

  Language modeleing & NLP evaluation
  • N-Gram language model
  • NLP evaluation
    
    • Classification
    • Text generation

  • Select activity Chapter 6

    

    Chapter 6 File
• Select topic Labs

  Labs
  • Select activity Laboratories

    

    Laboratories URL