Practice Inherent Challenges - 2.3.3 | Module 7: Advanced ML Topics & Ethical Considerations (Weeks 14) | Machine Learning
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2.3.3 - Inherent Challenges

Learning

Practice Questions

Test your understanding with targeted questions related to the topic.

Question 1

Easy

Define bias in the context of machine learning.

πŸ’‘ Hint: Think about how historical data can influence AI decisions.

Question 2

Easy

What is accountability in AI?

πŸ’‘ Hint: Consider who is responsible when an AI system makes a mistake.

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 bias in AI?

  • An improvement in model performance
  • A systematic prejudice leading to unfair outcomes
  • A measure of accuracy

πŸ’‘ Hint: Consider how data can reflect societal inequalities.

Question 2

True or False: Transparency in AI helps foster public trust.

  • True
  • False

πŸ’‘ Hint: Think about how clear information affects opinions.

Solve 2 more questions and get performance evaluation

Challenge Problems

Push your limits with challenges.

Question 1

Design an AI system intended for credit scoring. Discuss the potential biases that could arise, how you would detect them, and what strategies you’d implement to mitigate them.

πŸ’‘ Hint: Consider both the data sources and the algorithm choices.

Question 2

Given a scenario where an AI model exhibited unfair loan denial rates for a demographic group, detail an ethical analysis framework based on the ethical principles covered in this section.

πŸ’‘ Hint: Reflect on the principles discussed earlier in our sessions.

Challenge and get performance evaluation