5 - Example Scenario
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Practice Questions
Test your understanding with targeted questions
What is data collection in IoT?
💡 Hint: Think about what types of data the devices collect.
Name one method of data preprocessing.
💡 Hint: Consider how we treat messy data.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is not a type of data collected from IoT devices?
💡 Hint: Consider what types of data are specifically addressed in IoT.
True or False: Concept drift results in improved model accuracy over time.
💡 Hint: Think about whether changes in the environment can make predictions less accurate.
1 more question available
Challenge Problems
Push your limits with advanced challenges
A smart factory observes strange vibrations from machines, but the initial data was highly noisy. How could data preprocessing help in this situation?
💡 Hint: Think about how cleaning data can impact the clarity of information.
Discuss how to monitor a deployed ML model in an IoT system and address any concept drift that might occur.
💡 Hint: Consider the importance of real-time feedback and adjustments.
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