Practice - Masked Prediction Models
Practice Questions
Test your understanding with targeted questions
What does the '[MASK]' token signify in masked prediction models?
💡 Hint: Think about what is missing in a sentence.
Name one application of masked prediction models.
💡 Hint: Consider how models understand user emotions.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is the main function of the [MASK] token in masked prediction?
💡 Hint: Think about what you need the model to guess.
True or False: Masked prediction models can only predict tokens that appear in the training data.
💡 Hint: Consider how models learn from examples.
1 more question available
Challenge Problems
Push your limits with advanced challenges
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.
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.
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Reference links
Supplementary resources to enhance your learning experience.