Practice - Identify Potential Sources of Bias (if applicable)
Practice Questions
Test your understanding with targeted questions
Define historical bias in machine learning.
💡 Hint: Think about how past decisions can influence AI.
What is representation bias?
💡 Hint: Consider how diversity in training data affects outcomes.
4 more questions available
Interactive Quizzes
Quick quizzes to reinforce your learning
What is historical bias?
💡 Hint: Think about how data is drawn from past events or trends.
True or False: Representation bias occurs only in historical contexts.
💡 Hint: Consider when data collection is skewed.
2 more questions available
Challenge Problems
Push your limits with advanced challenges
Consider a machine learning algorithm trained to predict loan approval that uses historical lending data. How might historical bias manifest in its predictions?
💡 Hint: Think about the history of lending practices and how they affect modern decisions.
A school wants to implement an AI system to recommend scholarships to students. What steps should they take to ensure fairness in the model's training?
💡 Hint: Consider how a balance of demographic representation is vital in education.
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Reference links
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