yego.me
💡 Stop wasting time. Read Youtube instead of watch. Download Chrome Extension

Computing the partial derivative of a vector-valued function


2m read
·Nov 11, 2024

Hello everyone. It's what I'd like to do here, and in the following few videos, is talk about how you take the partial derivative of vector-valued functions.

So the kind of thing I have in mind there will be a function with a multiple variable input. So this specific example has a two-variable input T and s. You could think of that as a two-dimensional space, as the input are just two separate numbers, and its output will be three-dimensional. The first component is T squared minus s squared. The Y component will be s times T, and that Z component will be T times s squared minus s times T squared minus s times T squared.

And the way that you compute a partial derivative of a guy like this is actually relatively straightforward. It's, if you were to just guess what it might mean, you’d probably guess right: it will look like the partial of V with respect to one of its input variables, and I'll choose T with respect to T. You just do it component-wise, which means you look at each component and you do the partial derivative to that because each component is just a normal scalar-valued function.

So you go up to the top one, and you say T squared looks like a variable as far as T is concerned, and its derivative is 2T. But s squared looks like a constant, so its derivative is zero. s times T, when s is s, looks like a constant, and when T looks like a variable, it has a derivative of s. Then T times s squared, when T is the variable and s is the constant, it just looks like that constant, which is s squared minus s times T squared.

So now, the derivative of T squared is 2T, and that constant s stays in. So that’s 2 times s times T, and that’s how you compute it probably relatively straightforward. The way you do it with respect to s is very similar. But where this gets fun and where this gets cool is how you interpret the partial derivative, right?

How you interpret this value that we just found, and what that means, depends a lot on how you actually visualize the function. So what I'll go ahead and do in the next video, and in the next few ones, is talk about visualizing this function. It'll be as a parametric surface in three-dimensional space; that's why I've got my graph or program out here. I think you'll find there's actually a very satisfying understanding of what this value means.

More Articles

View All
An AI Primer with Wojciech Zaremba
Hey, today we have voice check Zaremba, and we’re going to talk about AI. So, Voiture, could you give us a quick background? I’m a founder at OpenAI, and I’m working on robotics. I think that deep learning and AI is a great application for robotics. Prio…
Homeroom with Sal & Lester Holt - Friday, August 14
Hi everyone, Sal here from Khan Academy. Welcome to our homeroom live stream. Very excited about the conversation we’re about to have with Lester Holt. Uh, before we jump into that conversation, I will make a few of my standard announcements. Uh, one, j…
How Warren Buffett Made His First $1 Million
So, in this video, we’re going to talk about how Warren Buffett made his first million dollars and what you can learn from it to make yours. Warren Buffett is currently worth $100 billion and built a company that is worth $650 billion. If you’re watching …
Unpacking employee benefits | Employment | Financial Literacy | Khan Academy
When looking at a new job, it can be very tempting to look only at the pay. That’s because the pay is really important, and that’s the bulk of what the company is going to give you. But there are other things that they will give you beyond pay that you sh…
Suspicious driver prompts officer to search a car for narcotics | To Catch a Smuggler
OFFICER: There’s tampering here. Refer to secondary. IGLESIAS: This vehicle came from primary and right now we’re gonna do an inspection on the vehicle. The passenger is coming from Reynosa where he lives. He’s going to work. The subject right now is cla…
Homeroom with Sal & Eduardo Cetlin - Wednesday, September 2
Hi everyone! Welcome to our homeroom live stream. Really excited about the conversation we’re going to have in a few minutes with Eduardo Setlin from the Amgen Foundation. I encourage any of y’all who have questions to start putting them in the message bo…