But some of this tissue looks gangrenous.

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

And you all know what a phantom limb is.

(Laughter)

This shows the advanced stages of gangrene and epidermal rot.

I got paged by the E.R. around 2 in the morning to come and see a woman with a diabetic ulcer on her foot.

Anthrax.

Henriapi illustrates this phenomenon as well.

Those weren't tumors. She has amphibious lungs.

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.

I'll show you an example of that real quickly.

The cold air in his lungs.

She's got two tumours in her intestine, three in her liver, which means it's probably spread to her lungs.

That's the anthrax alarm.

I had hoped to die of a lung disease or at least a chronic bronchial emphysema.

So on. So this example...

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

Anatomists were arguing very much about that.

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.

We didn't sequence his genome.

Iiquefactive necrosis.

And there were a few.

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.

If someone discovers a breast tumor, a lump in their breast, a malignant tumor is a tumor that is harmful and dangerous and a benign tumor is a tumor that is harmless.

That's counterindicative for a hemorrhagic tumor.

You'll notice the limp cigarette hanging out of his mouth, and impotence the headline is, Impotent it's not emphysema.

There is a connection between smoking and lung cancer.

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

Hey, you could have broken this.

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

Any other material,

Walt, your tumor has shrunk by 80 percent.

What, so you can mess that up too?

Small levels of stock push resilience into other people's responsibility.

Tumors?

And yes they die, drowning in their own fluids, of pneumonia.

Are you ill? The exhaust pipe's broken.

Could it be about how rational thought destroys your soul?

Ebola seems to be rearing its head with much too much frequency, and old diseases like cholera are becoming resistant to antibiotics.

It enters our body through the nose and mouth, moves down into the pharynx, trachea and bronchial tubes, and ultimately reaches the alveoli air sacs in the lungs.

Don't spoil the mood.

He'll destroy their ship.

And basically everything we know about percussion, which you can think of as an ultrasound of its day organ enlargement, fluid around the heart, fluid in the lungs, abdominal changes all of this he described in this wonderful manuscript

And actually it stop there because of my arrows, but you can actually see now deoxygenated blood kind of goes from the right ventricle, through the pulmonary trunk, through the arteries and into the left and right lung.

So the idea is, all night long the elastic skin of the third lung will slowly inflate itself, including air and molecules, for sure.