6.1.2 - Key Components of an ML System
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Practice Questions
Test your understanding with targeted questions
What is the main purpose of data in an ML system?
💡 Hint: Think about what you need to start learning.
Define what a model does in machine learning.
💡 Hint: Consider what it means to learn from something.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What is the main role of data in a machine learning system?
💡 Hint: Think about what you need for the model to learn.
True or False: A model is the framework through which predictions are computed.
💡 Hint: Consider the purpose of models in machine learning.
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Challenge Problems
Push your limits with advanced challenges
Design an ML system for predicting housing prices. Describe what data you would use, what model you would select, how you would apply a learning algorithm, and what predictions you expect.
💡 Hint: Think about the type of data that influences house prices.
Discuss a situation where the choice of model drastically changes the predictions produced. What factors contribute to this?
💡 Hint: Consider the effects of model complexity on performance.
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