Practice - Key Components of a Learning Problem
Practice Questions
Test your understanding with targeted questions
Define Instance Space.
💡 Hint: Think about the types of data your model will learn from.
What does Label Space represent?
💡 Hint: Consider what your model attempts to predict or classify.
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Interactive Quizzes
Quick quizzes to reinforce your learning
What component represents the set of inputs for a learning problem?
💡 Hint: This is about where your data comes from.
True or False: The Hypothesis Class is irrelevant in determining output during model training.
💡 Hint: Think about the choices the algorithm has to make.
1 more question available
Challenge Problems
Push your limits with advanced challenges
Given a learning problem where the instance space consists of various weather parameters, categorize whether this is a classification or regression problem based on the nature of your label space.
💡 Hint: Consider what you're trying to predict.
If a machine learning model trained on a dataset shows low training error but high test error, how might Data Distribution affect this outcome?
💡 Hint: Think about the diversity of your training examples.
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Reference links
Supplementary resources to enhance your learning experience.