We'd like to generalize over more data points.

But let's generalize even more.

Now we can generalize the idea.

let's generalize this into a function.

We can generalize this to larger graphs.

If you generalize this, something like this happens.

Let's see if we can generalize to 4.

Now let's see if we can generalize this.

But what if I wanted to generalize a little bit ?

Let me zoom in. I'll generalize it a little bit.

The formulas for calculating Mu and the covariance matrix Sigma generalize the ones we studied before and they are given over here.

So let's generalize it a little bit, to the situation where

But I want to show you that we can generalize them.

They wanted this to generalize to all children in United States.

I'd like now to generalize this to a 2 dimensional problem.

Let's see if we can generalize this somehow to a curve.

Remember their ancester is SGML, which stands for Standard Generalize Markup Language.

What I want to do in this video is to generalize it.

And that's when you're given a couple of examples and you generalize.

As I said, population was, we want to generalize to all children in the U.S. I mean ultimately, we want to generalize to all children across the world.

We want to be able to generalize these results to all healthy adults.

And therefore fail to generalize the new examples not in the training set.

I mean, this is a very small sample you should not generalize from it.

We have to have a curve before we can generalize it to a curve.

And we can even generalize them to vector spaces that aren't normally intuitive for us to actually visualize.

The program tried to generalize from that, using supervised learning, and was not able to perform very well.

But, in the next video we're going to take this and generalize this to the case of matrix matrix multiplication.

like in Sauri village, in Kenya, where Jeffrey Sachs is working and therefore generalize this experience as the experience of everybody.

So the population is just the entire collection of cases or people that we would like to generalize about in our research.

Over, and over, and over, again.

Say over. Over.

And seeing what happens, it was OK to generalize, and say, I'm sure that this will happen anytime we make one of these things.

This repeats over and over and over.

So I just want to say a couple more things about that particular story, and then try to generalize how could we have stories of success all over the place for these diseases, as Sam says, these 4,000 that are waiting for answers.

So basically, if you wanted to generalize, you can demonstrate that as the density increases along the bottom there, that the energy consumed reduces dramatically.

Over there, over there!

Over and over again.

They'll play it over, and over, and over.

You do it over and over and over.

It's not over! It's not over! It's not over!

And they've tried over and over and over again.

Its over, its finally over.

Over and over I hear,

It's over, Johnny. It's over!

When it's over, it's over.