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Test your understanding with targeted questions related to the topic.
Question 1
Easy
What is transfer learning?
π‘ Hint: Think about using what you already know to help you learn something new.
Question 2
Easy
Name one benefit of using pre-trained models.
π‘ Hint: Consider why starting from scratch may not always be efficient.
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 is transfer learning?
π‘ Hint: Think about repurposing knowledge.
Question 2
True or False: Transfer learning can reduce the amount of required training data.
π‘ Hint: Consider why itβs advantageous to use models that have prior knowledge.
Solve 1 more question and get performance evaluation
Push your limits with challenges.
Question 1
Design a small project where you apply transfer learning. Choose a pre-trained model and describe how you would adapt it for a specific task.
π‘ Hint: Consider the dataset's similarities to the pre-trained model's original task.
Question 2
Critically evaluate the limitations of using transfer learning for a task that is significantly different from the original modelβs data. Discuss possible impacts on accuracy.
π‘ Hint: Think about the implications of knowledge transfer.
Challenge and get performance evaluation