Practice - Scalability & Systems
Practice Questions
Test your understanding with targeted questions
Define scalability in the context of machine learning.
💡 Hint: Think about how systems can grow.
What is the main difference between horizontal and vertical scaling?
💡 Hint: Consider the difference in physical expansion.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is scalability in machine learning?
💡 Hint: Consider how systems adapt to growth.
True or False: Vertical scaling is about adding additional machines to a system.
💡 Hint: Think about the definition of vertical.
1 more question available
Challenge Problems
Push your limits with advanced challenges
Design a scalable machine learning architecture for a recommendation system that deals with billions of users. Explain the components needed for handling large data!
💡 Hint: Consider each aspect of the data lifecycle.
Critically evaluate the benefits and drawbacks of using federated learning versus traditional centralized learning for a mobile application's user data.
💡 Hint: Think about user data management and privacy balance.
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Reference links
Supplementary resources to enhance your learning experience.