• Course Introduction Free
  • Course Structure & Outline Free
  • Setting Expectations Free

  • Benchmark Assessment Free

  • What is Ethics? Free
  • CASE STUDY: Cambridge Analytica Free
  • Ethics Vs. Law Free
  • THOUGHT EXERCISE: The Trolley Problem Pro
  • Key Takeaways Pro
  • QUIZ: Data Ethics 101 Pro

  • Data Stewardship Pro
  • CASE STUDY: OkCupid Dataset Pro
  • Consent Pro
  • Security Pro
  • Privacy & Confidentiality Pro
  • THOUGHT EXERCISE: Genetic Databases Pro
  • THOUGHT EXERCISE: Social Media Database Pro
  • Data Ethics Regulations Pro
  • Key Takeaways Pro
  • QUIZ: Ethical Data Stewardship Pro

  • Types of Bias Pro
  • CASE STUDY: The Eigenface Dataset Pro
  • The Model Training Process Pro
  • Effects of Data Bias Pro
  • THOUGHT EXERCISE: Customer Survey Pro
  • Algorithmic Bias Pro
  • CASE STUDY: Amazon Hiring Algorithm Pro
  • Proxy Variables Pro
  • THOUGHT EXERCISE: Proxy Variables Pro
  • Algorithmic Harm Potential Pro
  • Model Transparency Pro
  • Combatting Bias Pro
  • THOUGHT EXERCISE: Disaster Response Algorithm Pro
  • CASE STUDY: Recidivism Algorithm Pro
  • Algorithmic Moral Judgements Pro
  • THOUGHT EXERCISE: Leaving it to Humans Pro
  • Key Takeaways Pro
  • QUIZ: Data & Algorithmic Bias Pro

  • AI Ethics Pro
  • CASE STUDY: Artist Lawsuits Pro
  • Generative AI Pro
  • THOUGHT EXERCISE: Creator YouTube Video Pro
  • CASE STUDY: AI Product Reviews Pro
  • Hallucinations & Fraud Pro
  • THOUGHT EXERCISE: Celebrity Likeness Pro
  • Mitigating Risks of AI Pro
  • Key Takeaways Pro
  • QUIZ: AI Ethics Pro

  • Final Assessment Pro

  • Course Feedback Survey Pro
  • Share the Love! Pro
  • Next Steps Pro