SCCI Digital Library and Forum

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

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