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This is the page of the course Natural Language Models and Interfaces (or Natuurlijke Taalmodellen en Interfaces in Dutch) offered at the [University of Amsterdam][UvA]

Course coordinator: Wilker Aziz

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Quizzes

Sometimes we make use of anonymous quizzes (through Google forms) to make the lectures more interactive.

• Week 1-a
  • Introduction
  • Sequential prediction
  • Sequence segmentation
  • Sequence labelling
  • Translation
• Week 1-b
  • Bernoulli distribution
  • Categorical distribution
  • MLE
• Week 2-a
  • Random words
  • Random sentences
• Week 2-b
  • MLE for unigram LMs
  • Markov models and n-gram LMs
  • MLE for bigram LMs
• Week 3-a and 3-b
  • PGMs - Conditional independence
  • PGMs - Tabular vs Inferred

Illustrations

• Sequence to sequence --- animation from Google's seq2seq framework

[UvA]: {{ site.uva_url }} "Universiteit van Amsterdam"