Practice - Online and Streaming Learning
Practice Questions
Test your understanding with targeted questions
What is online learning in machine learning?
💡 Hint: Think about how learning could happen continuously.
Name one streaming framework.
💡 Hint: Consider tools used for processing real-time data.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What best describes online learning?
💡 Hint: Think about learning continuously versus all at once.
True or False: Streaming frameworks can only handle batch data.
💡 Hint: Consider what happens when data is delivered in a stream.
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Challenge Problems
Push your limits with advanced challenges
Design a scenario in which online learning outperforms traditional batch learning techniques. What factors contribute to its success?
💡 Hint: Think about industries where real-time adaptation offers competitive advantages.
Evaluate the challenges of using Apache Kafka versus a traditional database system for processing streaming data. What are the implications for data consistency and availability?
💡 Hint: Consider how fast data needs to be and how accuracy impacts decisions in real-time applications.
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Reference links
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