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Test your understanding with targeted questions related to the topic.
Question 1
Easy
Define scalability in the context of machine learning.
π‘ Hint: Think about how systems can grow.
Question 2
Easy
What is the main difference between horizontal and vertical scaling?
π‘ Hint: Consider the difference in physical expansion.
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 scalability in machine learning?
π‘ Hint: Consider how systems adapt to growth.
Question 2
True or False: Vertical scaling is about adding additional machines to a system.
π‘ Hint: Think about the definition of vertical.
Solve 1 more question and get performance evaluation
Push your limits with challenges.
Question 1
Design a scalable machine learning architecture for a recommendation system that deals with billions of users. Explain the components needed for handling large data!
π‘ Hint: Consider each aspect of the data lifecycle.
Question 2
Critically evaluate the benefits and drawbacks of using federated learning versus traditional centralized learning for a mobile application's user data.
π‘ Hint: Think about user data management and privacy balance.
Challenge and get performance evaluation