Instructional Video10:21
TED Talks

TED: Don't fear superintelligent AI | Grady Booch

12th - Higher Ed
New tech spawns new anxieties, says scientist and philosopher Grady Booch, but we don't need to be afraid an all-powerful, unfeeling AI. Booch allays our worst (sci-fi induced) fears about superintelligent computers by explaining how...
Instructional Video15:56
TED Talks

TED: Big data is better data | Kenneth Cukier

12th - Higher Ed
Self-driving cars were just the start. What's the future of big data-driven technology and design? In a thrilling science talk, Kenneth Cukier looks at what's next for machine learning -- and human knowledge.
Instructional Video11:09
Crash Course

Supervised Machine Learning - Crash Course Statistics

12th - Higher Ed
We've talked a lot about modeling data and making inferences about it, but today we're going to look towards the future at how machine learning is being used to build models to predict future outcomes. We'll discuss three popular types...
Instructional Video13:44
TED Talks

TED: How AI can bring on a second Industrial Revolution | Kevin Kelly

12th - Higher Ed
The actual path of a raindrop as it goes down the valley is unpredictable, but the general direction is inevitable, says digital visionary Kevin Kelly -- and technology is much the same, driven by patterns that are surprising but...
Instructional Video18:31
TED Talks

TED: AI isn't as smart as you think -- but it could be | Jeff Dean

12th - Higher Ed
What is AI, really? Jeff Dean, the head of Google's AI efforts, explains the underlying technology that enables artificial intelligence to do all sorts of things, from understanding language to diagnosing disease -- and presents a...
Instructional Video13:53
3Blue1Brown

What is backpropagation really doing? | Chapter 3, deep learning

12th - Higher Ed
An overview of backpropagation, the algorithm behind how neural networks learn.
Instructional Video9:25
TED Talks

TED: How your nature photos can help protect wild animals | Tanya Berger-Wolf

12th - Higher Ed
We're losing animal and plant species at such a swift, unprecedented rate that it's nearly impossible to keep up. Computational biologist Tanya Berger-Wolf demonstrates how harnessing the power of artificial intelligence and one of the...
Instructional Video10:37
TED Talks

TED: Why people and AI make good business partners | Shervin Khodabandeh

12th - Higher Ed
What happens when the data-driven capabilities of AI are combined with human creativity and ingenuity? Shining a light on the opportunities this futuristic collaboration could bring to the workplace, AI expert Shervin Khodabandeh shares...
Instructional Video4:37
TED-Ed

How does artificial intelligence learn? | Briana Brownell

Pre-K - Higher Ed
Today, artificial intelligence helps doctors diagnose patients, pilots fly commercial aircraft, and city planners predict traffic. These AIs are often self-taught, working off a simple set of instructions to create a unique array of...
Instructional Video11:29
Crash Course

Neural Networks and Deep Learning

12th - Higher Ed
Today, we're going to combine the artificial neuron we created last week into an artificial neural network. Artificial neural networks are better than other methods for more complicated tasks like image recognition, and the key to their...
Instructional Video4:21
SciShow

How Close Are We to the Perfect Smart Home?

12th - Higher Ed
Want to do more than talk to your refrigerator and control your lights with your phone? Hank explains how close we are to the smart home that can do everything for us.
Instructional Video11:18
Crash Course

Machine Learning & Artificial Intelligence: Crash Course Computer Science

12th - Higher Ed
So we've talked a lot in this series about how computers fetch and display data, but how do they make decisions on this data? From spam filters and self-driving cars, to cutting edge medical diagnosis and real-time language translation,...
Instructional Video12:27
3Blue1Brown

Linear transformations and matrices: Essence of Linear Algebra - Part 3 of 15

12th - Higher Ed
When you think of matrices as transforming space, rather than as grids of numbers, so much of linear algebra starts to make sense.
Instructional Video10:56
Crash Course

Algorithmic Bias and Fairness

12th - Higher Ed
Today, we're going to talk about five common types of algorithmic bias we should pay attention to: data that reflects existing biases, unbalanced classes in training data, data that doesn't capture the right value, data that is amplified...
Instructional Video5:18
SciShow

How Close Are We to the Perfect Deepfake?

12th - Higher Ed
Thanks to deepfakes, CGI can be more realistic and even amateurs can easily create some fun footage. But there are also sinister uses out there.
Instructional Video10:39
Crash Course

When Predictions Succeed - Crash Course Statistics

12th - Higher Ed
In our series finale, we're going to take a look at some of the times we've used statistics to gaze into our crystal ball, and actually got it right! We'll talk about how stores know what we want to buy (which can sometimes be a good...
Instructional Video15:54
TED Talks

Rosalind Picard: An AI smartwatch that detects seizures

12th - Higher Ed
Every year worldwide, more than 50,000 otherwise healthy people with epilepsy suddenly die -- a condition known as SUDEP. These deaths may be largely preventable, says AI researcher Rosalind Picard. Learn how Picard helped develop a...
Instructional Video6:32
TED Talks

TED: What happens in your brain when you pay attention? | Mehdi Ordikhani-Seyedlar

12th - Higher Ed
Attention isn't just about what we focus on -- it's also about what our brains filter out. By investigating patterns in the brain as people try to focus, computational neuroscientist Mehdi Ordikhani-Seyedlar hopes to build computer...
Instructional Video11:07
Crash Course

Web Search

12th - Higher Ed
Today we’re going to talk about search engines, which are just AI systems that try to help us find what we’re looking for. Search engines can be the sort that serve up a list of results, like during a Google or Bing search, using web...
Instructional Video13:17
TED Talks

TED: A new way to monitor vital signs (that can see through walls) | Dina Katabi

12th - Higher Ed
At MIT, Dina Katabi and her team are working on a bold new way to monitor patients' vital signs in a hospital (or even at home), without wearables or bulky, beeping devices. Bonus: it can see through walls. In a mind-blowing talk and...
Instructional Video55:11
TED Talks

TED: The invisible life hidden beneath Antarctica's ice | Ariel Waldman

12th - Higher Ed
In this tour of the microscopic world, explorer and artist Ariel Waldman introduces the charismatic creatures lurking beneath Antarctica's massive ice sheet, the largest on earth. From "cuddly" water bears to geometric algae made of...
Instructional Video11:41
Crash Course

Unsupervised Learning

12th - Higher Ed
Today, we’re moving on from artificial intelligence that needs training labels, called Supervised Learning, to Unsupervised Learning which is learning by finding patterns in the world. We’ll focus on the performing unsupervised...
Instructional Video7:49
TED Talks

Heidi Boisvert: How I'm using biological data to tell better stories -- and spark social change

12th - Higher Ed
What kinds of stories move us to act? To answer this question, creative technologist Heidi Boisvert is measuring how people's brains and bodies unconsciously respond to different media. She shows how she's using this data to determine...
Instructional Video14:33
Crash Course

Let’s Make A Movie Recommendation System (LAB)

12th - Higher Ed
We need to save Jabril and John Green Bot’s movie nights. Jabril generally likes action movies and John Green Bot likes romantic movies, but they need to find something that they can both watch and enjoy together. Today, we’re going to...