Instructional Video14:06
TED Talks

TED: Why AI needs a "nutrition label" | Kasia Chmielinski

12th - Higher Ed
What do sandwiches have to do with AI? Data reformist Kasia Chmielinski helps us think about artificial intelligence with a useful food metaphor — and breaks down why AI systems should have "nutrition labels" to ensure the development of...
Instructional Video15:16
TED Talks

TED: The billion-dollar problem in education | Tanishia Lavette Williams

12th - Higher Ed
Standardized testing is deeply woven into the fabric of US education, but does it foster genuine learning? Educator Tanishia Lavette Williams sheds light on the racial biases, financial costs and limited effectiveness of this kind of...
Instructional Video11:33
SciShow

How AI Could Change Biology

12th - Higher Ed
You've likely been seeing the rise of AI technology everywhere—and some people are pretty concerned about what it could mean for the future. But did you know it might hold the key to understanding, and even changing, parts of our...
Instructional Video9:16
TED Talks

TED: AI-generated creatures that stretch the boundaries of imagination | Sofia Crespo

12th - Higher Ed
Can AI help us see beyond our human capabilities? Through a kaleidoscopic blend of technology, nature and art, neural artist Sofia Crespo brings to life animals that push the boundaries of creativity and imagination. Her artistic...
Instructional Video6:49
Bozeman Science

AP Biology Practice 5 - Analyze Data and Evaluate Evidence

12th - Higher Ed
In this video Paul Andersen explains how scientists analyze data and evaluate evidence. He starts with a description of data and how it must be properly displayed. He then describes types of data in each of the four big ideas. He finally...
Instructional Video11:36
SciShow

These AIs Are About to Revolutionize Biology

12th - Higher Ed
Even though proteins are fundamental to life, it’s hard to predict what they look like. But two independent groups announced that they’d cracked it, and it’s all thanks to some seriously clever artificial intelligence.
Instructional Video13:01
Crash Course

Cats Vs Dogs? Let's make an AI to settle this (LAB)

12th - Higher Ed
Today, in our final lab, Jabril tries to make an AI to settle the question once and for all, "Will a cat or a dog make us happier?" But in building this AI, Jabril will accidentally incorporate the very bias he was trying to avoid. So...
Instructional Video9:56
TED Talks

TED: How we can build AI to help humans, not hurt us | Margaret Mitchell

12th - Higher Ed
As a research scientist at Google, Margaret Mitchell helps develop computers that can communicate about what they see and understand. She tells a cautionary tale about the gaps, blind spots and biases we subconsciously encode into AI --...
Instructional Video16:56
Crash Course

How to Make an AI Read Your Handwriting (LAB)

12th - Higher Ed
John Green Bot wrote his first novel! Today, in our first ever Lab we’re going to program a neural network to recognize handwritten letters to convert the first part of John Green Bot’s novel into typed text. To do this we’re going to...
Instructional Video13:29
TED Talks

Julian Burschka: What your breath could reveal about your health

12th - Higher Ed
There's no better way to stop a disease than to catch and treat it early, before symptoms occur. That's the whole point of medical screening techniques like radiography, MRIs and blood tests. But there's one medium with overlooked...
Instructional Video13:54
Crash Course

The Replication Crisis - Crash Course Statistics

12th - Higher Ed
Replication (re-running studies to confirm results) and reproducibility (the ability to repeat an analyses on data) have come under fire over the past few years. The foundation of science itself is built upon statistical analysis and yet...
Instructional Video16:16
TED Talks

TED: Why all melodies should be free for musicians to use | Damien Riehl

12th - Higher Ed
Evoke a familiar tune in a song and get slapped with a lawsuit ... it's a tale almost as old as copyright itself. Lawyer and technologist Damien Riehl digs into why "owning" a melody is a ludicrous legal assertion and composes a radical...
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 Video19:49
TED Talks

Deb Roy: The birth of a word

12th - Higher Ed
MIT researcher Deb Roy wanted to understand how his infant son learned language -- so he wired up his house with videocameras to catch every moment (with exceptions) of his son's life, then parsed 90,000 hours of home video to watch...
Instructional Video25:14
SciShow

Climate Science From Space | SciShow Talk Show

12th - Higher Ed
Dr. Steve Running discusses his work at NASA using satellites to keep tabs on Earth’s ecological systems. Jessi from Animal Wonders drops by to introduce Hank and Steve to Bindi the Bearded Dragon.
Instructional Video11:48
TED Talks

Ben Wellington: How we found the worst place to park in New York City -- using big data

12th - Higher Ed
City agencies have access to a wealth of data and statistics reflecting every part of urban life. But as data analyst Ben Wellington suggests in this entertaining talk, sometimes they just don't know what to do with it. He shows how a...
Instructional Video6:26
Bozeman Science

Thinking in Patterns - Level 4 - Patterns in Data

12th - Higher Ed
A mini-lesson about patterns in data.
Instructional Video18:14
TED Talks

David McCandless: The beauty of data visualization

12th - Higher Ed
David McCandless turns complex data sets (like worldwide military spending, media buzz, Facebook status updates) into beautiful, simple diagrams that tease out unseen patterns and connections. Good design, he suggests, is the best way to...
Instructional Video10:41
Crash Course

Mean, Median, and Mode Measures of Central Tendency - Crash Course Statistics

12th - Higher Ed
Today we’re going to talk about measures of central tendency - those are the numbers that tend to hang out in the middle of our data: the mean, the median, and mode. All of these numbers can be called “averages” and they’re the numbers...
Instructional Video5:50
SciShow

Why Skin Creams Give You Rashes

12th - Higher Ed
A lot of people react to certain compounds found in skincare products, and scientists may have figured out why these pesky rashes happen and how to prevent them. Meanwhile, a pair of papers published last week show how AI can be trained...
Instructional Video16:36
TED Talks

Anders Ynnerman: Visualizing the medical data explosion

12th - Higher Ed
Medical scans can produce thousands of images for a single patient in seconds, but how do doctors know what's useful? Scientific visualization expert Anders Ynnerman shows us sophisticated new tools -- like virtual autopsies -- for...
Instructional Video12:35
Crash Course

ANOVA - Crash Course Statistics

12th - Higher Ed
Today we're going to continue our discussion of statistical models by showing how we can find if there are differences between multiple groups using a collection of models called ANOVA. ANOVA, which stands for Analysis of Variance is...
Instructional Video19:49
TED Talks

Hans Rosling: Let my dataset change your mindset

12th - Higher Ed
Talking at the US State Department this summer, Hans Rosling uses his fascinating data-bubble software to burst myths about the developing world. Look for new analysis on China and the post-bailout world, mixed with classic data shows.
Instructional Video11:59
Crash Course

Regression - Crash Course Statistics

12th - Higher Ed
Today we're going to introduce one of the most flexible statistical tools - the General Linear Model (or GLM). GLMs allow us to create many different models to help describe the world - you see them a lot in science, economics, and...