The beam splitters and lenses are represented by physical objects, and the system projects down the laser beam path.

Now what this thing does is it intercepts the input values from sensors so for example, from pressure sensors and vibration sensors and it provides legitimate program code, which is still running during the attack, with fake input data.

And the better the match, the higher the score.

(Laughter)

You can see different rooms, and you can see corridors, and the robot is equipped with range sensors.

Of course, there are many different types of robots and they all interact with their environments through their sensors, which include things like cameras, microphones, tactile sensor or touch.

So the drag and the weight cancel.

Google the App Engine Datastore actually has some of these limitations.

It's completely intuitive there's no instruction manual.

So, there are 2 print statements for the sensor over here and the sensor measurements over here.

Hit me.

I do cover it in my book.

We have so much technology nowadays that these interfaces should start conforming to us.

We have perception, computation and non visual interfaces.

We're 25, 26 years after the advent of the Macintosh, which was an astoundingly seminal event in the history of human machine interface and in computation in general.

There's no interface, again. It really allows anybody to kind of go in and it just does what you'd expect, you know?

This is the added Gaussian noise variable to the motion you command.

Some have 0.13, but the one over here has a probability of 0.533.

You should generate a URL that looks like this.

They can build a sensor without me.

We're not accessing it.

It then turns clockwise by pi 2 again, and moves 10 meters this time and I just want you to print out the sensor measurements after this entire procedure.

Additionally, I give you two more variables called sensor_right and p_move.

We have the 2 room vacuum world, and we've represented various belief states here.

The cell on the right still wins, but now with a smaller total probability of just 0.46.

The motions don't move at all, move right, move down, move down, and move right again.

Good. You'll build the sensor for us...

The sensors that are used can see through the dark, the fog and rain.

It has lots of variables you can't really measure immediately, and it has sensors which allow you to understand a little bit about the state of the car.

Thrun Wow! You learned a lot about hidden Markov models and particle filters.

Switching to IR sensor.

So this robot is actually equipped with a camera, and a laser rangefinder, laser scanner.

This robot happens to know where north is at all times.

Initially this robot has no clue where it is. It faces what we call a global localization problem.

One of the fundamental things about robotics is called perception.

Let's execute this.

Rezero keeps his balance by constantly measuring his pitch angle with a sensor.

The term Widget refers to the basic building block of a computer program's interface.

So for this, we developed many different types of non visual user interface technology.

I'm telling you it's there.

Then, on the side, we've got the Web and, increasingly, the cloud, which is fantastic, but also in the regard in which an interface is fundamental kind of a distraction.

What's really interesting here is what you can do with it and the kind of interfaces you can build on top of it.

In fact, many of these vehicles are operated by flight crews that can include multiple pilots, operators of sensors, and mission coordinators.

They're pre engineered to be light, sound, motors and sensors.

That is called the control policy for the agent.