5 Questions
What is the purpose of using a Multinomial distribution in text data modeling?
To handle a single event out of K possibilities
In the context of text data, what does 'N-Grams' refer to?
Conditional probabilities based on word sequences
How is the vocabulary size represented in text data modeling using the Multinomial distribution?
As the number of unique words in the dataset
What is the maximum likelihood solution when using the Multinomial distribution for text data modeling?
Probabilistic modeling
Why are Conditional Probabilities important in language modelling with N-Grams?
To capture dependencies between word sequences
Test your knowledge on language modelling, machine translation, speech recognition, spell checking, and natural language generation. This quiz covers topics discussed in Lecture 1 by Srijith P K, including multinomial distribution and applications in text modelling.
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