Joy Buolamwini: How I'm fighting bias in algorithms
ג׳וי בולמוויני: כיצד אני נלחמת בהטייה אלגוריתמית
Joy Buolamwini's research explores the intersection of social impact technology and inclusion. Full bio
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an unseen force that's rising,
results in unfairness.
גורמת לחוסר הוגנות.
can spread bias on a massive scale
יכולים להפיץ את ההטייה בצורה נרחבת
to exclusionary experiences
להוביל לחוויות פסילה
I've got a face.
מצלמת רשת זולה?
at the MIT Media Lab,
on all sorts of whimsical projects,
פרוייקטים גחמניים,
digital masks onto my reflection.
על ההשתקפות שלי.
to feel powerful,
I might have a quote.
facial recognition software
unless I wore a white mask.
בלי שאלבש מסיכה לבנה.
into this issue before.
at Georgia Tech studying computer science,
במכון הטכנולוגי בג׳ורג׳יה,
to play peek-a-boo,
(Peek-a-boo),
and then uncover it saying, "Peek-a-boo!"
אותם הם אומרים ״Peek-a-boo״!
doesn't really work if I can't see you,
אם אי אפשר לראות אותך.
to get the project done,
כדי להשלים את הפרוייקט,
somebody else will solve this problem.
כבר יפתור את הבעייה הזאת.
for an entrepreneurship competition.
to take participants
until it got to me,
generic facial recognition software.
לזיהוי פנים.
can travel as quickly
באותה מהירות
some files off of the internet.
Why isn't my face being detected?
למה הפנים שלי לא מזוהות?
at how we give machines sight.
את היכולת לראות.
machine learning techniques
בטכניקות של למידת מכונה
a training set with examples of faces.
קבוצת אימון של דוגמאות של פנים.
This is not a face.
אלו לא פנים.
how to recognize other faces.
המחשב לזהות פנים אחרות.
aren't really that diverse,
אינן באמת מגוונות מספיק
from the established norm
materialize out of nowhere.
full-spectrum training sets
שמכסות את כל הספקטרום
portrait of humanity.
with algorithmic bias.
to discriminatory practices.
להוביל גם לאפלייה.
facial recognition software
להשתמש בתוכנה לזיהוי פנים
פרסמה דו״ח
in the US -- that's 117 million people --
כלומר 117 מליון אנשים
in facial recognition networks.
at these networks unregulated,
אלו בצורה לא מוסדרת,
been audited for accuracy.
is not fail proof,
אינו חף מטעויות,
remains a challenge.
when we see other people
אנשים אחרים
is no laughing matter,
של חשוד בפשע אינו נושא לצחוק,
for facial recognition,
of computer vision.
של ראייה ממוחשבת.
of Math Destruction,"
talks about the rising new WMDs --
העלייה של אלגוריתמים מסוג WMDs -
and destructive algorithms
to make decisions
Do you get insurance?
האם תקבל את הביטוח?
you wanted to get into?
for the same product
עבור אותו מוצר
to use machine learning
להשתמש בלימוד מכונה
risk scores to determine
מכונה כדי להחליט
is going to spend in prison.
about these decisions.
lead to fair outcomes.
how we create more inclusive code
קוד יותר מכליל
with diverse individuals
עם אנשים שונים?
how we code matters.
as we're developing systems?
מפתחים מערכות?
to unlock immense wealth.
to unlock even greater equality
that will make up the "incoding" movement.
״הקוד המכליל״.
we can start thinking about
אנחנו יכולים להתחיל לחשוב
like the ones I shared,
כפי שאני שיתפתי,
more inclusive training sets.
שלמות יותר.
developers test and create
לבדוק וליצור
more conscientiously
בצורה מודעת יותר
of the technology that we're developing.
של הטכנולוגיה אותה אנו מפתחים.
Justice League,
can help fight the coded gaze.
יכול להילחם בבהייה קודית.
לדווח על הטייה,
works for all of us,
עבור כולנו,
and center social change.
ומתרכזים בשינוי חברתי.
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