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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What are hyperparameters?
π‘ Hint: Think about what influences the model's learning process.
Question 2
Easy
Why is it important to tune hyperparameters?
π‘ Hint: Consider what happens if hyperparameters are set incorrectly.
Practice 4 more questions and get performance evaluation
Engage in quick quizzes to reinforce what you've learned and check your comprehension.
Question 1
What type of parameters are set before training a machine learning model?
π‘ Hint: Think about what affects training settings.
Question 2
True or False: Overfitting is a sign that your model is too simple.
π‘ Hint: Consider how the model describes the training data.
Solve 2 more questions and get performance evaluation
Push your limits with challenges.
Question 1
Given a model that is overfitting, describe a comprehensive approach to re-tune the hyperparameters for improved generalization.
π‘ Hint: Think about which actions address high variance scenarios.
Question 2
How would you implement Grid Search on a model with three hyperparameters, each having multiple values? Describe the steps.
π‘ Hint: Consider the structure of your search space.
Challenge and get performance evaluation