8.3.1 - Language Models
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Practice Questions
Test your understanding with targeted questions
What is a language model?
💡 Hint: Think about its purpose in understanding and generating language.
Define an N-gram model.
💡 Hint: Remember what happens when you look at pairs or triplets of words.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What kind of model uses the frequency of word sequences to predict the next word?
💡 Hint: Think about how N-grams are structured, focusing on the word frequency.
True or False: Neural language models can be used for speech recognition.
💡 Hint: Consider the different applications of language models.
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Challenge Problems
Push your limits with advanced challenges
Design a simple N-gram model and explain its steps and logic.
💡 Hint: Think about how you would track word pairs in a single text.
Analyze the limitations of N-gram models in dealing with unseen words.
💡 Hint: Consider what happens when you face a word or phrase you've never encountered.
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