Joy Buolamwini: How I'm fighting bias in algorithms
Joy Boulamwini: Algoritmalardaki yanlılık ile nasıl savaşıyorum
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.
an unseen force that's rising,
durdurma görevindeyim,
results in unfairness.
adaletsizlikle sonuçlanır.
can spread bias on a massive scale
to exclusionary experiences
I've got a face.
Bir yüzüm var.
at the MIT Media Lab,
on all sorts of whimsical projects,
çalışma şansım var.
digital masks onto my reflection.
dijital maskeler tasarlayabilirim.
to feel powerful,
I might have a quote.
bir alıntı yapabilirim.
facial recognition software
unless I wore a white mask.
sistemi test etmek gerçekten zordu.
into this issue before.
at Georgia Tech studying computer science,
bilimleri okurken,
to play peek-a-boo,
oynayan bir robot yapmaktı.
and then uncover it saying, "Peek-a-boo!"
doesn't really work if I can't see you,
ce-ee işe yaramaz
to get the project done,
arkadaşımın yüzünü ödünç aldım,
somebody else will solve this problem.
for an entrepreneurship competition.
to take participants
sosyal robotu vardı
until it got to me,
generic facial recognition software.
yüz tanıma yazılımını kullanıyormuşuz.
can travel as quickly
internetten dosya indirmek kadar
some files off of the internet.
Why isn't my face being detected?
at how we give machines sight.
verdiğimize göz atmalıyız.
machine learning techniques
a training set with examples of faces.
eğitim seti oluşturmanızdır.
This is not a face.
Bu bir yüz değil.
how to recognize other faces.
nasıl tanımlayacağını öğretirsiniz.
aren't really that diverse,
from the established norm
materialize out of nowhere.
full-spectrum training sets
portrait of humanity.
eğitim seti oluşturabiliriz.
with algorithmic bias.
to discriminatory practices.
uygulamalara da yol açabilir.
facial recognition software
in the US -- that's 117 million people --
in facial recognition networks.
at these networks unregulated,
denetlenmemiş
been audited for accuracy.
bu ağları izinsiz görebilir.
is not fail proof,
remains a challenge.
hâlâ bir sorun.
when we see other people
is no laughing matter,
gülünç bir mesele
for facial recognition,
of computer vision.
ötesine de uzanıyor.
of Math Destruction,"
talks about the rising new WMDs --
kitabında, hayatımızın
and destructive algorithms
to make decisions
gizemli ve yıkıcı
Do you get insurance?
you wanted to get into?
kabul edildin mi?
for the same product
aynı ürün için
to use machine learning
risk scores to determine
is going to spend in prison.
risk puanlarını kullanıyor.
about these decisions.
düşünmek zorundayız.
lead to fair outcomes.
how we create more inclusive code
kapsamlı kod uygulamalarını
with diverse individuals
farklı kişilerle tam spektrumlu
how we code matters.
as we're developing systems?
mi oluşturuyoruz?
to unlock immense wealth.
işlemsel yaratma araçlarını kullandık.
to unlock even greater equality
that will make up the "incoding" movement.
gerekli üç ilke var:
we can start thinking about
benim paylaştıklarım
like the ones I shared,
düşünmeye başlayabiliriz.
more inclusive training sets.
eğitim setleri hazırlayabiliriz.
eğitim setleri oluşturmasına
developers test and create
ettiğimiz "Kaynaşmak için Özçekimler"
more conscientiously
teknolojinin toplumsal etkileri
of the technology that we're developing.
düşünmeye başlayabiliriz.
Justice League,
bakışla savaşabileceği
can help fight the coded gaze.
merkez sosyal değişime
sadece bir kısım için değil,
works for all of us,
and center social change.
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