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Exploring Fairness in Machine Learning for International Development (Spring 2020) (M-I-T)

(8 Lectures Available)

S# Lecture Course Institute Instructor Discipline
1
  • Case Study on Natural Language Processing: Identifying and Mitigating Unintended Demographic Bias in Machine Learning for NLP (M-I-T)
Exploring Fairness in Machine Learning for International Development (Spring 2020) (M-I-T) MIT Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, and Amit Gandhi Applied Sciences
2
  • Case Study on Pulmonary Health (M-I-T)
Exploring Fairness in Machine Learning for International Development (Spring 2020) (M-I-T) MIT Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, and Amit Gandhi Applied Sciences
3
  • Case Study with Data: Mitigating Gender Bias on the UCI Adult Database (M-I-T)
Exploring Fairness in Machine Learning for International Development (Spring 2020) (M-I-T) MIT Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, and Amit Gandhi Applied Sciences
4
  • Introduction to Ethics in Machine Learning (M-I-T)
Exploring Fairness in Machine Learning for International Development (Spring 2020) (M-I-T) MIT Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, and Amit Gandhi Applied Sciences
5
  • Pedagogical Framework for Addressing Ethical Challenges (M-I-T)
Exploring Fairness in Machine Learning for International Development (Spring 2020) (M-I-T) MIT Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, and Amit Gandhi Applied Sciences
6
  • Protected Attributes and "Fairness through Unawareness" (M-I-T)
Exploring Fairness in Machine Learning for International Development (Spring 2020) (M-I-T) MIT Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, and Amit Gandhi Applied Sciences
7
  • Solar Lighting Example (M-I-T)
Exploring Fairness in Machine Learning for International Development (Spring 2020) (M-I-T) MIT Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, and Amit Gandhi Applied Sciences
8
  • USAID Appropriate Use Framework (M-I-T)
Exploring Fairness in Machine Learning for International Development (Spring 2020) (M-I-T) MIT Dr. Richard Fletcher, Prof. Daniel Frey, Dr. Mike Teodorescu, and Amit Gandhi Applied Sciences

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