So, that's anomaly detection.

So, what is anomaly detection?

Is this an anomaly or not?

X1 test is not an anomaly.

Knowledge, therefore, emerges from developmental experience.

Another example of anomaly detection is manufacturing.

So, is that an anomaly or not?

Paul Bloom PhD, Cognitive and Developmental Psychology

So, the anomaly detection problem is the following.

For direct sales though, this is the anomaly.

Here are some examples of applications of anomaly detection.

So putting everything together, here is our anomaly detection algorithm.

So, what, she wanted to know, could explain this anomaly?

It was an anomaly, and she kept puzzling over anomalies.

From all those developmental interactions that I've showed you before.

One is called RELN it's involved in early developmental cues.

I'd like to tell you about a problem called Anomaly Detection.

Can I come and interview you about your special brain anomaly?

In this video lets apply that to develop an anomaly detection algorithm.

They thought this was an anomaly, but it's happened three months straight.

Well, autism is the most strongly genetic condition of all developmental disorders.

It's in the developmental power of entrepreneurship, the ethical power of democracy.

In the last 20 years, developmental science has completely overturned that picture.

More formally in the anomaly detection problem, we're give some data sets, x1 through

And evolution, therefore, prepared us for this journey with a developmental openness to experience.

Palestine is something of a cartographic anomaly because it's two parts Palestinian, one part Israel.

And that therefore means that knowlegde is really something that emerges from those developmental interactions.

That made Alex's 20s a developmental sweet spot, and we were sitting there, blowing it.

If x tests were all the way out there, then we would call that an anomaly.

They just require an extra hormone given at the right developmental stage to make them male.

I was an anomaly, and my self was rooting around for definition and trying to plug in.

We're all born into certain circumstances with particular physical traits, unique developmental experiences, geographical and historical contexts.

Now I discussed this with Professor Simon Baron Cohen who's the professor of developmental psychopathology at Cambridge.

And in the video after this, we'll start applying the Gaussian distribution to developing an anomaly detection algorithm.

In the next video, we'll start to take this and apply it to develop the anomaly detection algorithm.

And what's so interesting about this is that sometimes, this developmental process can lead to truly remarkable results.

Yes, people settle down later than they used to, but that didn't make Alex's 20s a developmental downtime.

This is different from a lot of the developmental work that had been done up to that point.

It is estimated that one in six children, that's one in six children, suffer from some developmental disorder.

It's an anomaly, it's a place where the system actually is at odds with who we are as people.

And these chemicals are easily absorbed through amphibians' permeable skin, causing immunosuppression, or a weakened immune system, and developmental deformities.

When you're three, you better be able to write your name legibly, or else we'll consider it a developmental delay.

And this is a little interesting anomaly that you get a little bit more interest for one month than three months.

Actually, I think it's a great way to teach kids about evolutionary biology and developmental biology and all sorts of things.

What we are breaking now, is into developmental evolutionary biology, and we are attempting in our lab to retro engineer a