Practice Language Models (8.3.1) - Natural Language Processing (NLP)

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6 sample questions

Question 1.
What is a language model?
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Think about its purpose in understanding and generating language.
Question 2.
Define an N-gram model.
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Remember what happens when you look at pairs or triplets of words.
3Question 3.
What kind of model uses the frequency of word sequences to predict the next word?
- Neural Network Model
- N-gram Model
- Regression Model
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Think about how N-grams are structured, focusing on the word frequency.
4Question 4.
True or False: Neural language models can be used for speech recognition.
- True
- False
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Consider the different applications of language models.
Question 5.
Design a simple N-gram model and explain its steps and logic.
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Think about how you would track word pairs in a single text.
Question 6.
Analyze the limitations of N-gram models in dealing with unseen words.
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Consider what happens when you face a word or phrase you've never encountered.

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