Practice Historical Bias (Societal Bias) - 1.1.1 | Module 7: Advanced ML Topics & Ethical Considerations (Weeks 14) | Machine Learning
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1.1.1 - Historical Bias (Societal Bias)

Learning

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

Define historical bias in your own words.

πŸ’‘ Hint: Consider how history influences decisions today.

Question 2

Easy

What is representation bias?

πŸ’‘ Hint: Think about diversity in datasets.

Practice 4 more questions and get performance evaluation

Interactive Quizzes

Engage in quick quizzes to reinforce what you've learned and check your comprehension.

Question 1

What is historical bias?

  • A new AI model
  • Prejudices found in historical data
  • An efficient algorithm

πŸ’‘ Hint: Think about how past events influence current decisions.

Question 2

True or False: Representation bias occurs when a demographic is excessively represented.

  • True
  • False

πŸ’‘ Hint: Look at how diverse the data is.

Solve and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Design a machine learning system for hiring that addresses potential historical bias. What factors should you consider?

πŸ’‘ Hint: Evaluate all stages from data collection to model deployment.

Question 2

Analyze a case where historical bias led to negative consequences in AI deployment. How could it have been avoided?

πŸ’‘ Hint: Reflect on both technical and human aspects to tackle biases.

Challenge and get performance evaluation