And there's another in joke among statisticians, and that's,

So that's what we're going to focus on.

This time it's about cancer testing.

General Statistics

(Laughter)

A statistical edge?

Statistical Functions

Although I did have a lot of Math and Statistical training as a graduate student.

Statistical Functions

The first is death is a big problem.

Now, to make this more concrete,

It's not just the tools, it's not just the sciences, you know, the mathematics and the numerical stuff and the statistics, because we heard, very much on this stage, people talked about music being mathematical.

They say ignorance is bliss, but they are wrong all but finitely often.

Statistics per se.

And the beginnings of the field were in artificial intelligence, imagine processing, and in pattern recognition.

Is it just about a lack of education?

What do you want?

It is far easier for scientists including medical researchers, to require needed collaboration in mathematics and statistics than it is for mathematicians and statisticians to find scientists able to make use of their equations.

Statistics textbooks, whether they're in Psychology, or Economics, or Sociology, or

I really realized my discovery.

This distinction is where most stats courses start off.

A metaphor will serve here

I give you an intuitive familiarity with those.

And there's been a revolution in our understanding of machine learning recently.

Once I tried to calculate them, but they're astronomical.

So the, the mantra still applies, correlation does not imply causation. Um, and I like to put in here in my graduate level class.

Now the computer knows as much about Kimble as you do.

Yes, statistical... So he...

And we'll start by thinking of the idea of average. And in every day terminology, average has a very particular meaning, as we'll see. When many people talk about average, they're talking about the arithmetic mean, which we'll see shortly.

If you did, you are a very capable statistician at this point.

Or even the challenges of nation states in the modern global economy.

We have also created a forum just for Math.

And that's indeed the case.

And statistically speaking, there's very little chance for recovery.

It sounds arrogant to say that most people are smarter than the average person.

Statistics deals with collected numbers representing facts.

So if we want the range, and we think of range in a statistics point of view.

To which the answer is,

And a variety of different fields of mathematics were, brought to bear on vision, including geometry, multiscale analysis, probabilistic modeling, control theory, optimization, and inaudible .

So, we may want to enter some variables first and other variables second.

If you are, you're now able to test based on data hypothesis and accept or rejection.

So statistics is all about data.

Don't panic don't panic now, I'll help you through this.

You can use entirely without understanding why it's correct.

So if you're taking statistics from sort of a math guy, and I'm, I'm a psychologist first, then sort of a statistician, I wasn't trained in statistics per se, if you were taking this from a math perspective.