Instructional Video4:37
TED Talks

TED: The jobs we'll lose to machines -- and the ones we won't | Anthony Goldbloom

12th - Higher Ed
Machine learning isn't just for simple tasks like assessing credit risk and sorting mail anymore -- today, it's capable of far more complex applications, like grading essays and diagnosing diseases. With these advances comes an uneasy...
Instructional Video22:55
TED Talks

TED: We're building a dystopia just to make people click on ads | Zeynep Tufekci

12th - Higher Ed
We're building an artificial intelligence-powered dystopia, one click at a time, says techno-sociologist Zeynep Tufekci. In an eye-opening talk, she details how the same algorithms companies like Facebook, Google and Amazon use to get...
Instructional Video11:48
TED Talks

Alex Wissner-Gross: A new equation for intelligence

12th - Higher Ed
Is there an equation for intelligence? Yes. It's F = T ∇ Sτ. In a fascinating and informative talk, physicist and computer scientist Alex Wissner-Gross explains what in the world that means.
Instructional Video19:45
TED Talks

Jeremy Howard: The wonderful and terrifying implications of computers that can learn

12th - Higher Ed
What happens when we teach a computer how to learn? Technologist Jeremy Howard shares some surprising new developments in the fast-moving field of deep learning, a technique that can give computers the ability to learn Chinese, or to...
Instructional Video19:58
3Blue1Brown

Gradient descent, how neural networks learn: Deep learning - Part 2 of 4

12th - Higher Ed
An overview of gradient descent in the context of neural networks. This is a method used widely throughout machine learning for optimizing how a computer performs on certain tasks.
Instructional Video12:01
TED Talks

TED: New ways to understand life in a pandemic | Aaron Maniam

12th - Higher Ed
Poet and policymaker Aaron Maniam describes how the language we use to explain COVID-19 shapes the way we think about it -- whether it's as a "war," a "journey" or, as he suggests, an "ecology." He encourages us to explore a range of...
Instructional Video9:50
TED Talks

Matt Beane: How do we learn to work with intelligent machines?

12th - Higher Ed
The path to skill around the globe has been the same for thousands of years: train under an expert and take on small, easy tasks before progressing to riskier, harder ones. But right now, we're handling AI in a way that blocks that path...
Instructional Video21:00
3Blue1Brown

Gradient descent, how neural networks learn | Chapter 2, deep learning

12th - Higher Ed
An overview of gradient descent in the context of neural networks. This is a method used widely throughout machine learning for optimizing how a computer performs on certain tasks.
Instructional Video4:34
SciShow

We're Getting Closer to Real-Life Tricorders

12th - Higher Ed
Many of us have longed for cool sci-fi inventions like a holodeck or replicators, but there's one tool we're actually getting pretty darn close to creating: the medical tricorder.
Instructional Video8:44
TED Talks

TED: How I'm fighting bias in algorithms | Joy Buolamwini

12th - Higher Ed
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...
Instructional Video21:09
TED Talks

Nick Bostrom: How civilization could destroy itself -- and 4 ways we could prevent it

12th - Higher Ed
Humanity is on its way to creating a "black ball": a technological breakthrough that could destroy us all, says philosopher Nick Bostrom. In this incisive, surprisingly light-hearted conversation with Head of TED Chris Anderson, Bostrom...
Instructional Video13:16
TED Talks

TED: How deepfakes undermine truth and threaten democracy | Danielle Citron

12th - Higher Ed
* Viewer discretion advised. This video includes discussion of mature topics and may be inappropriate for some audiences. The use of deepfake technology to manipulate video and audio for malicious purposes -- whether it's to stoke...
Instructional Video10:17
3Blue1Brown

Backpropagation calculus | Appendix to deep learning chapter 3

12th - Higher Ed
The math of backpropagation, the algorithm by which neural networks learn.
Instructional Video15:16
Crash Course

Make an AI Sound Like a YouTuber (LAB)

12th - Higher Ed
Let’s try to help John Green Bot sound a bit more like the real John Green using Natural Language Processing. Today, we're going to code a program that takes a one word prompt and then completes the sentence that sounds like something...
Instructional Video6:57
TED Talks

TED: A future with fewer cars | Freeman H. Shen

12th - Higher Ed
What if your car could drop you off and then find parking by itself? According to electric vehicle entrepreneur Freeman H. Shen, this technology already exists. He shares his vision for a future where AI-powered electric vehicles will...
Instructional Video12:34
TED Talks

Doug Roble: Digital humans that look just like us

12th - Higher Ed
In an astonishing talk and tech demo, software researcher Doug Roble debuts "DigiDoug": a real-time, 3-D, digital rendering of his likeness that's accurate down to the scale of pores and wrinkles. Powered by an inertial motion capture...
Instructional Video12:09
TED Talks

Shyam Sankar: The rise of human-computer cooperation

12th - Higher Ed
Brute computing force alone can't solve the world's problems. Data mining innovator Shyam Sankar explains why solving big problems (like catching terrorists or identifying huge hidden trends) is not a question of finding the right...
Instructional Video15:28
TED Talks

TED: How to read the genome and build a human being | Riccardo Sabatini

12th - Higher Ed
Secrets, disease and beauty are all written in the human genome, the complete set of genetic instructions needed to build a human being. Now, as scientist and entrepreneur Riccardo Sabatini shows us, we have the power to read this...
Instructional Video6:00
TED Talks

Max Little: A test for Parkinson's with a phone call

12th - Higher Ed
Parkinson's disease affects 6.3 million people worldwide, causing weakness and tremors, but there's no objective way to detect it early on. Yet. Applied mathematician and TED Fellow Max Little is testing a simple, cheap tool that in...
Instructional Video10:29
TED Talks

Janelle Shane: The danger of AI is weirder than you think

12th - Higher Ed
The danger of artificial intelligence isn't that it's going to rebel against us, but that it's going to do exactly what we ask it to do, says AI researcher Janelle Shane. Sharing the weird, sometimes alarming antics of AI algorithms as...
Instructional Video14:28
TED Talks

TED: Can we build AI without losing control over it? | Sam Harris

12th - Higher Ed
Scared of superintelligent AI? You should be, says neuroscientist and philosopher Sam Harris -- and not just in some theoretical way. We're going to build superhuman machines, says Harris, but we haven't yet grappled with the problems...
Instructional Video13:54
3Blue1Brown

What is backpropagation really doing? | Deep learning, chapter 3

12th - Higher Ed
An overview of backpropagation, the algorithm behind how neural networks learn.
Instructional Video4:59
TED Talks

TED: How AI is making it easier to diagnose disease | Pratik Shah

12th - Higher Ed
Today's AI algorithms require tens of thousands of expensive medical images to detect a patient's disease. What if we could drastically reduce the amount of data needed to train an AI, making diagnoses low-cost and more effective? TED...
Instructional Video11:17
TED Talks

TED: How AI could empower any business | Andrew Ng

12th - Higher Ed
Expensive to build and often needing highly skilled engineers to maintain, artificial intelligence systems generally only pay off for large tech companies with vast amounts of data. But what if your local pizza shop could use AI to...