When computer science was in its infancy, programmers quickly realized that though computers are astonishingly powerful tools, the results they achieve are only as good as the data you feed into them. (This principle was quickly formalized as GIGO: “Garbage In, Garbage Out.”) What was true in the era of the UNIVAC has proved still to be true in the era of machine learning: among other well-publicized AI fiascos, chatbots that have interacted with bigots have learned to spew racist invective, while facial-recognition software trained solely on images of white people sometimes fails to recognize people of color as human. In this episode, we meet Prof. Catherine D’Ignazio of MIT’s Department of Urban Studies and Planning (DUSP) and Prof. Jacob Andreas and Harini Suresh of the Department of Electrical Engineering and Computer Science. In 2021, D’Ignazio, Andreas, and Suresh collaborated as part of the Social and Ethical Responsibilities of Computing initiative from the Schwarzman College of Computing in a project to teach computer science students in 6.864 Natural Language Processing to recognize how deep learning systems can replicate and magnify the biases inherent in the data sets that are used to train them.
Relevant Resources:
MIT OpenCourseWare
The OCW Educator Portal
Share your teaching insights
Social and Ethical Responsibilities of Computing (SERC) resource on OpenCourseWare
Case Studies in Social and Ethical Responsibilities of Computing
SERC website
Professor D’Ignazio’s faculty page
Professor Andreas’s faculty page
Harini Suresh’s personal website
Desmond Patton’s paper on analysis of communications on Twitter
Music in this episode by Blue Dot Sessions
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Credits
Sarah Hansen, host and producer
Brett Paci, producer
Dave Lishansky, producer
Script writing assistance by Aubrey Calaway
Show notes by Peter Chipman
Connect with Us
If you have a suggestion for a new episode or have used OCW to change your life or those of others, tell us your story. We’d love to hear from you!
Call us @ 617-715-2517
On our site
On Facebook
On X
On Instagram
On LinkedIn
Stay Current
Subscribe to the free monthly "MIT OpenCourseWare Update" e-newsletter.
Support OCW
If you like Chalk Radio and OpenCourseware, donate to help keep these programs going!
Credits
Sarah Hansen, host and producer
Brett Paci, producer
Dave Lishansky, producer
Show notes by Peter Chipman
