In the year 2000, Korea did already very well, but the Koreans were concerned that only a small share of their students achieved the really high levels of excellence.

OK, so that's the healing one.

And the good news is, nine years later, you can see improvements in quality and equity.

So here's an example of that, also from Andrew's Machine Learning class.

We're resolving some lastminute insurance issues.

The God theory is not just a bad theory.

We should sit down and

I decide the content for your final master class.

I'm sorry, but do you think you could take your work to the study?

Chris Anderson

That's it's, that's it's estimate of reliability.

like throwing a ball through a hoop. They gave them those challenges and they said to incentive their performance, they gave them 3 levels of reward, ok?

And yet, that's a really important practical view of the world.

Already late for school, Justin got to class just in time to hear the teacher say pop quiz.

And at the heart of our challenges (Applause)

And there's a very simple task that they need to do.

Now think of the large and small plagues that we have now bed bugs, killer bees, spam and it's very possible that the solutions to those will really extend well beyond the immediate question.

I don't want to be too repetitive. Let's do another problem.

What I want you to do is to create a biologically inspired design.

Work saves a man from three great evils boredom, vice and need. Voltaire

The mood just hit me.

Same thing here, for any given y we can have two x's pointing to it.

This is a big, big question in robot motion planning.

And, as they finish the assignment, the passport is stamped. gt gt Narrator

New ways of making electric transportation.

I want you to imagine that you're a student in my lab.

Are you studying today again?

We are putting a lot of emphasis on the early detection of any difficulties and problems that the students in our schools may have.

I hope we don't get a monitored, restricted internet.

So be careful later on. (Laughter)

That uncertainty might grow over time.

Some game, huh?

(Laughter)

This is all about particle filters. All ask you three questions.

So the setting of a cross validation error being high corresponds to either this regime or this regime.

Combine the power of a global ethic with the power of our ability to communicate and organize globally, with the challenges that we now face, most of which are global in their nature.

We need to understand that the governance structure in the world is fossilized.

What exactly is a doctor, a carpenter, a plumber or an architect... what are they actually doing?

You make the mistake now, and you pay for it a lot later.

I gave myself the problem.

So Tom defines machine learning by saying that, a well posed learning problem is defined as follows.

I spent a great deal of time dealing with that problem last week.

I didn't tell you how to extract the location of other cars from radar and laser.

low order polynomial such as a plus one, when we really needed a higher order polynomial to fit the data.

This is what we hope may happen.