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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is a transformer?
💡 Hint: Think about how it processes language differently than previous models.
Question 2
Easy
Define self-attention.
💡 Hint: Consider what it means to focus on 'parts' in a sentence.
Practice 4 more questions and get performance evaluation
Interactive Quizzes
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What does a transformer use instead of recurrence?
- Convolution
- Self-Attention
- Pooling
💡 Hint: Think about the ways transformers analyze data differently.
Question 2
True or False: Positional encoding is not important for transformers.
- True
- False
💡 Hint: Consider why the order of words can change the meaning.
Solve and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
How would the introduction of multi-head attention change the previously linear method of processing language? Illustrate this with an example.
💡 Hint: Consider the difference between reading each line of a book separately versus discussing its themes and characters all at once.
Question 2
In what situations might positional encoding fail? Provide scenarios and suggest possible modifications.
💡 Hint: Think about sentences that can have varied meanings based on different contexts.
Challenge and get performance evaluation