Joy Buolamwini: How I'm fighting bias in algorithms
玖伊珀薇妮: 我如何對抗偏差的演算邏輯
Joy Buolamwini's research explores the intersection of social impact technology and inclusion. Full bio
Double-click the English transcript below to play the video.
是個寫媒體程式的詩人
an unseen force that's rising,
results in unfairness.
can spread bias on a massive scale
體驗到什麼叫做被排擠
to exclusionary experiences
I've got a face.
at the MIT Media Lab,
on all sorts of whimsical projects,
digital masks onto my reflection.
to feel powerful,
I might have a quote.
facial recognition software
unless I wore a white mask.
into this issue before.
at Georgia Tech studying computer science,
to play peek-a-boo,
and then uncover it saying, "Peek-a-boo!"
doesn't really work if I can't see you,
to get the project done,
somebody else will solve this problem.
for an entrepreneurship competition.
to take participants
until it got to me,
generic facial recognition software.
can travel as quickly
some files off of the internet.
Why isn't my face being detected?
at how we give machines sight.
machine learning techniques
a training set with examples of faces.
This is not a face.
how to recognize other faces.
aren't really that diverse,
from the established norm
materialize out of nowhere.
full-spectrum training sets
portrait of humanity.
with algorithmic bias.
to discriminatory practices.
facial recognition software
in the US -- that's 117 million people --
in facial recognition networks.
at these networks unregulated,
been audited for accuracy.
is not fail proof,
remains a challenge.
往往不是那麼容易
when we see other people
is no laughing matter,
for facial recognition,
of computer vision.
of Math Destruction,"
這本書的作者
talks about the rising new WMDs --
and destructive algorithms
to make decisions
Do you get insurance?
you wanted to get into?
for the same product
to use machine learning
risk scores to determine
is going to spend in prison.
about these decisions.
lead to fair outcomes.
how we create more inclusive code
with diverse individuals
多元的個體組成呢?
how we code matters.
我們如何寫程式很重要
as we're developing systems?
to unlock immense wealth.
開啟了巨額財富之門
to unlock even greater equality
that will make up the "incoding" movement.
we can start thinking about
找出偏差的分析平台開始
like the ones I shared,
像是我剛才分享的經歷
more inclusive training sets.
更具包容性的測試樣本
developers test and create
more conscientiously
of the technology that we're developing.
Justice League,
can help fight the coded gaze.
works for all of us,
我們所有人的世界
and center social change.
和以社會變革為中心的世界
ABOUT THE SPEAKER
Joy Buolamwini - Poet of codeJoy Buolamwini's research explores the intersection of social impact technology and inclusion.
Why you should listen
Joy Buolamwini is a poet of code on a mission to show compassion through computation. As a graduate researcher at the MIT Media Lab, she leads the Algorithmic Justice League to fight coded bias. Her research explores the intersection of social impact technology and inclusion. In support of this work, Buolamwini was awarded a $50,000 grant as the Grand Prize winner of a national contest inspired by the critically acclaimed film Hidden Figures, based on the book by Margot Lee Shetterly.
Driven by an entrepreneurial spirit, Buolamwini's global interest in creating technology for social impact spans multiple industries and countries. As the inaugural Chief Technology Officer for Techturized Inc., a hair care technology company, and Swift Tech Solutions, a global health tech consultancy, she led software development for underserved communities in the United States, Ethiopia, Mali, Nigeria and Niger. In Zambia, she explored empowering citizens with skills to create their own technology through the Zamrize Project. In the United Kingdom, Buolamwini piloted a Service Year Initiative to launch Code4Rights which supports youth in creating meaningful technology for their communities in partnership with local organizations.
Through Filmmakers Collaborative, Buolamwini produces media that highlight diverse creators of technology. Her short documentary, The Coded Gaze: Unmasking Algorithmic Bias, debuted at the Museum of Fine Arts Boston and her pilot of the Code4Rights: Journey To Code training series debuted at the Vatican. She has presented keynote speeches and public talks at various forums including #CSforAll at the White House, Harvard University, Saïd Business School, Rutgers University, NCWIT, Grace Hopper Celebration and SXSWedu.
Buolamwini is a Rhodes Scholar, Fulbright Fellow, Google Anita Borg Scholar, Astronaut Scholar, A Stamps President's Scholar and Carter Center technical consultant recognized as a distinguished volunteer. She holds a master's degree in Learning and Technology from Oxford University and a bachelor's degree in Computer Science from the Georgia Institute of Technology. Buolamwini serves as a Harvard resident tutor at Adams House where she mentors students seeking scholarships or pursuing entrepreneurship.
Joy Buolamwini | Speaker | TED.com