Practice Contextual Embeddings (2.2) - Natural Language Processing (NLP) in Depth
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Contextual Embeddings

Practice - Contextual Embeddings

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is the main advantage of contextual embeddings over static embeddings?

💡 Hint: Think about meaning changes in different sentences.

Question 2 Easy

Give an example of a word with different meanings in different contexts.

💡 Hint: Consider how the surrounding words change the meaning.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What do contextual embeddings help in determining?

Static meanings of words
Variable meanings of words based on context
Only grammatical structures

💡 Hint: Think about how each sentence can change a word's meaning.

Question 2

BERT is a model that processes text bi-directionally.

True
False

💡 Hint: Consider the way it reads word order.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Provide a multifaceted sentence using the word 'bark' and explain how contextual embeddings would differentiate its meanings.

💡 Hint: Identify which phrase provides the key context.

Challenge 2 Hard

Explain how GPT could be improved using feedback from its contextual outputs in conversational applications.

💡 Hint: Consider the feedback loops in conversational AI.

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