So here is a nine year old boxer named Milo, who had a very aggressive tumor called a malignant neurofibroma growing on his shoulder.

Henriapi illustrates this phenomenon as well.

Only instead of, you know, good and bad cancer tumors or benign or malignant tumors we instead have diabetes or not and so we will use that as a supervised, we will solve that as a Supervised Learning problem just like we did for the breast tumor data.

Pain is a positive test.

We didn't sequence his genome.

So on. So this example...

Pain or paresthesia is a positive test.

Here's an example of a training set for a classification task for classifying a tumor as malignant or benign and notice that malignancy takes on only two values zero or no or one or one or yes.

And now, boom, the tumor labels itself and it gets fluorescent.

So 0 may denote the benign tumor and 1 positive class may denote a malignant tumor.

And people are suffering from all kinds of pain

Walt, your tumor has shrunk by 80 percent.

So, if angiogenesis is a tipping point between a harmless cancer and a harmful one, then one major part of the angiogenesis revolution is a new approach to treating cancer by cutting off the blood supply.

Now you do.

And, you know, I got a lot of popularity.

That's another classification problem, and earlier we also talked about the example of classifying tumors as a cancerous malignant or as benign tumors.

Mice with multiple myeloma, an incurable malignancy of the bone marrow, respond dramatically to the treatment with this drug.

I'm going to tell you a little bit about just how that actually works.

And that's why pain becomes its own disease.

Yellow strengthens the nerves and the brain.

What does that mean?

But they thought that, if you had a neurologic or psychiatric disease, it must be because you are possessed by an evil spirit.

Let's see you want to look at medical records and try to predict of a breast cancer as malignant or benign.

Twelve more cases of nervous exhaustion. That makes 61.

He has extensive experience in tumor removal.

Its preference is to travel along the nerve lines.

A few years ago I felt a lump on the side of my neck, and it was my turn in the MRI machine.

If it's the grape, they won't break it.

Why we not encouraged to heal from childhood trauma?

The judge was exhausted from the nervous strain.

Memory Game

Nervousness

That's very unnerving.

Idiot!

Phosphine gas.

It's a neurotoxin.

Spaceport floozy, spaceport floozy...

In other words, I'm going to tell my patient that the tumor, sadly, has a 70 chance or a 0.7 chance of being malignant.

GLaDOS You know what doesn't rhyme with compliance?

Insecure. Neurotic.

Are you some kind of neurologist?

And we get confirmation.

And what I'm talking about are nerves.

We are limited by the bodies that we are born with.

That's counterindicative for a hemorrhagic tumor.