Machine Learning Exam Notes
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Questions and Answers

What are the three types of algorithms used in NLP?

  • Supervised, unsupervised, and reinforcement learning
  • Supervised, unsupervised, and deep learning
  • Supervised, unsupervised, and heuristics-based
  • Supervised, unsupervised, and semi-unsupervised (correct)

What is Wordnet?

  • A database of words in NLP (correct)
  • A complex rule in NLP
  • A syntax for searching in NLP
  • A classification algorithm in NLP

Which algorithm predicts the next word?

  • Support Vector Machines (SVM)
  • Hidden Markov Model (correct)
  • Naive Bayes
  • Conditional Random Fields

What is Reinforcement learning?

<p>A type of machine learning used in NLP (A)</p> Signup and view all the answers

What is the purpose of JAPE in NLP?

<p>To create complex rules in NLP (D)</p> Signup and view all the answers

What are some real-world applications of NLP?

<p>Voice-based assistants (C)</p> Signup and view all the answers

What are Artificial Neural Networks (ANN)?

<p>Computer hardware devices that mimic the functioning of the human brain (C)</p> Signup and view all the answers

What are some NLP tasks?

<p>Information retrieval, question answering, and language modeling (C)</p> Signup and view all the answers

What are some units in language?

<p>Phonems, morphemes, and lexems (D)</p> Signup and view all the answers

Why is NLP challenging?

<p>Because it involves working with unstructured data such as natural language (A)</p> Signup and view all the answers

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