You had a row with a machine? ! Sort of.

So, we were discussing the machine...

So I made one.

That mechanical failure was to blame.

And even before that people had looked at building mechanical systems.

We had so many motors, you know, aligning the joints, and those kinds of things.

She's practically a Luddite.

She's practically a luddite.

Because I had a row in the shop with a chip and PIN machine.

This is a toaster, and a toaster is very different from a computer.

Was due to mechanical failure?

Mechanical failure. correct.

The machine works by itself.

This is an autonomous machine.

This is a device that lets you see your music.

My equipment.

A machine.

Well, let's see.

lot of pattern matching.

It was such a revolutionary machine.

(Applause)

Machines making machines.

Welcome to the machine learning unit.

YES, BUT NOT THESE BABOONS AROUND HERE. THEY'D THROW IT AWAY.

I want you to just pause and think of that for a moment.

My father's a little different.

Most of my spam I never see, but who knows what's going to happen with the future?

So that we can get a sense of what we can expect them to do.

No epsilons, no ambiguity.

Now, we've seen probabilistic word models before.

Machine print

CAN'T YOU SLEEP?

1) Automation

I'm a machine.

Mechanical systems.

You may check me for rain if you like, Counselor, but I assure you there is no water ...

There's books written about it and courses taught about it.

You have physics bouncing around the world.

Now, we want to figure out what this 4 times 23 is.

Let's pretend right here we have a machine.

Hopefully that doesn't confuse you too much.

Here's what they found out.

Random processes are said to be nondeterministic, since they're impossible to determine in advance.

This machine. Whatever it is.

I'm a machine.