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HKUST-SOSC4300-5500/Tutorial2023

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Outline

Week 1 (7 Feb)

  • Tech setup
  • Python basics
  • API & Web scraping basics

Week 2 (14 Feb)

  • Pandas
  • Sklearn; machine learning basics

Week 3 (21 Feb)

  • ML continued
  • Prediction evaluation

Week 4 (28 Feb)

  • Regular expression

Week 5 (7 Mar)

  • Text cleaning

Week 6 (14 Mar)

  • Word embedding

Week 7 (21 Mar)

  • Structural Topic Modelling

Week 8 (28 Mar)

  • Sentiment Analysis
  • Topic modelling

Week 9 (4 Apr)

  • Network basics & visualization

Week 10 (18 Apr)

  • Twitter interaction network

Week 11 (25 Apr)

  • Network simulation
  • Image basics

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