Practice Other Learning Paradigms - 6.2.3 | Machine Learning Basics | AI Course Fundamental
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Other Learning Paradigms

6.2.3 - Other Learning Paradigms

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Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is semi-supervised learning?

💡 Hint: Think of the labeled data guiding the learning.

Question 2 Easy

What does an agent learn from in reinforcement learning?

💡 Hint: Focus on how actions affect outcomes.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What type of data does semi-supervised learning use?

Only labeled data
Only unlabeled data
Both labeled and unlabeled data

💡 Hint: Remember the definitions of semi-supervised learning.

Question 2

True or False: In reinforcement learning, the agent learns without receiving any feedback.

True
False

💡 Hint: Consider how rewards influence learning.

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Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Analyze a dataset where labeling new data would be costly and suggest how semi-supervised learning could improve the model's performance.

💡 Hint: Consider the balance of class proportions.

Challenge 2 Hard

Propose methods to effectively implement reinforcement learning for a task where an agent needs to learn walking without falling.

💡 Hint: Think about how human learning occurs.

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Reference links

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