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Practice Questions
Test your understanding with targeted questions related to the topic.
Question 1
Easy
What does the '[MASK]' token signify in masked prediction models?
💡 Hint: Think about what is missing in a sentence.
Question 2
Easy
Name one application of masked prediction models.
💡 Hint: Consider how models understand user emotions.
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 is the main function of the [MASK] token in masked prediction?
- [MASK] serves as a substitute for the actual token.
- [MASK] is used for formatting the text.
- [MASK] indicates an error in input.
💡 Hint: Think about what you need the model to guess.
Question 2
True or False: Masked prediction models can only predict tokens that appear in the training data.
- True
- False
💡 Hint: Consider how models learn from examples.
Solve 1 more question and get performance evaluation
Challenge Problems
Push your limits with challenges.
Question 1
Design a simple masked prediction model using a small dataset of sentences. What metrics would you use to evaluate its performance?
💡 Hint: Consider the standard metrics used in machine learning for measuring effectiveness.
Question 2
Consider potential ethical implications of utilizing masked prediction models in real-world applications like facial recognition or hiring algorithms. Discuss how biases might arise.
💡 Hint: Reflect on the data's source and the context it’s applied.
Challenge and get performance evaluation