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</p> Signup and view all the answers

    What is the purpose of JAPE in NLP?

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

    What are some real-world applications of NLP?

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

    What are some NLP tasks?

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

    What are some units in language?

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

    Why is NLP challenging?

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

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