Program Overview

Upskill employees with digital literacy in the Age of AI with Skills4Good AI's Responsible AI Program. Comprising three courses led by internationally recognized AI experts, the program offers a multi-disciplinary understanding of the AI ecosystem.

Course 1: Intro to AI & Machine Learning

  • Lesson 1: Introduction to Artificial Intelligence (Free Preview) + Quiz
  • Lesson 2: What is Machine Learning? + Quiz
  • Lesson 3: Components of Machine Learning System + Quiz
  • Lesson 4: Traditional Software vs Machine Learning + Quiz
  • Lesson 5: Machine Learning Tasks + Quiz
  • Lesson 6: The Machine Learning Experience + Quiz
  • Lesson 7: Training, Optimization and Generalization + Quiz
  • Lesson 8: Underfitting, Overfitting and Regularization + Quiz
  • Lesson 9: Self-Regulation and Machine Learning as a Dual-Use Technology + Quiz
  • Lesson 10: Recap of AI Principles & Explainable AI + Quiz


Course 2: Intro to AI Ethics

  • Lesson 1: Key Concepts in AI Ethics, Part 1 (Free Preview) + Quiz
  • Lesson 2: Key Concepts in AI Ethics, Part 2 + Quiz
  • Lesson 3: Privacy & Human Rights, Part 1 + Quiz
  • Lesson 4: Privacy & Human Rights, Part 2 + Quiz
  • Lesson 5: Fairness, Bias & Discrimination, Part 1 + Quiz
  • Lesson 6: Fairness, Bias & Discrimination, Part 2 + Quiz
  • Lesson 7: AI Opacity & Right to Explanation, Part 1 + Quiz
  • Lesson 8: AI Opacity & Right to Explanation, Part 2 + Quiz
  • Lesson 9: AI Accountability & Algorithmic Impact Assessments + Quiz
  • Lesson 10: Recap of AI Ethics Principles + Quiz


Course 3: Intro to AI & Human Rights

  • Lesson 1: AI Impacts on Human Rights (Free Preview) + Quiz
  • Lesson 2: Intro to Human Rights + Quiz
  • Lesson 3: Business and Human Rights + Quiz
  • Lesson 4A - Human Rights vs Ethics, Part 1 + Quiz
  • Lesson 4B - Human Rights vs Ethics, Part 2 + Quiz
  • Lesson 5: Limitations of AI + Quiz
  • Lesson 6: Use Case 1, AI in HR Recruitment + Quiz
  • Lesson 7: Use Case 2, AI in Healthcare + Quiz
  • Lesson 8: Use Case 3, AI in Financial Services + Quiz
  • Lesson 9: Use Case 4, AI in Education + Quiz
  • Lesson 10: Use Case 5, AI in Government + Quiz
  • Lesson 11: Responsible AI & Algorithmic Impact Assessments + Quiz
  • Lesson 12: Recap of AI & Human Rights + Quiz


Learn about the benefits of this course