Practice - Challenges
Practice Questions
Test your understanding with targeted questions
What does communication overhead refer to in federated learning?
💡 Hint: Think about the resources required to keep the communication flowing.
What does data heterogeneity mean?
💡 Hint: Consider how data might vary across different users or devices.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is one main challenge of federated learning?
💡 Hint: Remember the different challenges we discussed in class.
True or False: Data heterogeneity refers to clients having identical data distributions.
💡 Hint: Think about the variability in data coming from different users.
1 more question available
Challenge Problems
Push your limits with advanced challenges
Design a federated learning system that minimizes communication overhead. What strategies would you implement?
💡 Hint: Consider how the volume of data can be reduced.
Propose a methodology for detecting malicious clients in your federated learning framework. What steps would you take?
💡 Hint: Think about securing data integrity from the client side.
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Reference links
Supplementary resources to enhance your learning experience.