[2021] CS3002 Artificial Intelligence - Final Exam - Q7: Deep Learning for Natural Language Processing
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Question 7: Deep Learning for Natural Language Processing
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- Consider the following three documents:
Document 1: Nothing will come of nothing
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Document 2: There is nothing either good or bad but thinking makes it so
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Document 3: Come here
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If we apply TF-IDF algorithm on the three documents, what is the size of the output matrix (table)? (2 marks)
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- Given the following sentence, “Yesterday you said tomorrow”, give all examples of input- output pairs that you can generate to train a Word2Vec skip-gram model with a neighbourhood size of two. (4 marks)
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- How do Deep Learning network architectures deal with data of different sizes: (i) different sentence sizes; (ii) different image sizes? (4 marks)
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