Skip to main content
Skip to search
Ideas worth spreading
Browse the library of TED talks and speakers
Get TED Talks picked just for you
100+ collections of TED Talks, for curious minds
Go deeper into fascinating topics with original video series from TED
Watch, share and create lessons with TED-Ed
Talks from independently organized local events
Explore TED offerings by topic
Explore the TED Audio Collective
Our daily coverage of the world of ideas
Inspiration delivered straight to your inbox
Take part in our events: TED, TEDGlobal and more
Find and attend local, independently organized events
TED on Screen
Experience TED from home
Recommend speakers, TED Prize recipients, Fellows and more
Organize a local TEDx Event
Rules and resources to help you plan a local TEDx event
Bring TED to the non-English speaking world
Koin or support innovators from around the globe
Our mission, history, team, and more
TED Conferences, past, present, and future
Programs & Initiatives
Details about TED's world-changing initiatives
Partner with TED
Learn how you can partner with us
Updates from TED and highlights from our global community
Type to search
The inherent bias in our technology
These talks reveal how our technology often reflects the unconscious biases and prejudices we hold.
Add to list
How I'm fighting bias in algorithms
8 minutes 44 seconds
MIT grad student Joy Buolamwini was working with facial analysis software when she noticed a problem: the software didn't detect her face -- because the people who coded the algorithm hadn't taught it to identify a broad range of skin tones and facial structures. Now she's on a mission to fight bias in machine learning, a phenomenon she calls the "coded gaze." It's an eye-opening talk about the need for accountability in coding ... as algorithms take over more and more aspects of our lives.
The moral bias behind your search results
9 minutes 18 seconds
Search engines have become our most trusted sources of information and arbiters of truth. But can we ever get an unbiased search result? Swedish author and journalist Andreas Ekström argues that such a thing is a philosophical impossibility. In this thoughtful talk, he calls on us to strengthen the bonds between technology and the humanities, and he reminds us that behind every algorithm is a set of personal beliefs that no code can ever completely eradicate.
Beware online "filter bubbles"
9 minutes 4 seconds
As web companies strive to tailor their services (including news and search results) to our personal tastes, there's a dangerous unintended consequence: We get trapped in a "filter bubble" and don't get exposed to information that could challenge or broaden our worldview. Eli Pariser argues powerfully that this will ultimately prove to be bad for us and bad for democracy.
Machine intelligence makes human morals more important
17 minutes 42 seconds
Machine intelligence is here, and we're already using it to make subjective decisions. But the complex way AI grows and improves makes it hard to understand and even harder to control. In this cautionary talk, techno-sociologist Zeynep Tufekci explains how intelligent machines can fail in ways that don't fit human error patterns -- and in ways we won't expect or be prepared for. "We cannot outsource our responsibilities to machines," she says. "We must hold on ever tighter to human values and human ethics."