While in principle, chess is solvable, the game s computational complexity is almost incomprehensible. It is only a slight exaggeration to say there are more possible moves in a chess game than atoms in a universe.

The computational power is amazing.

Graphical display of computational chemistry output

graphical user interface to computational chemistry packages

It also brings up new issues, though, like computational irreducibility.

So that's essentially the computational equivalent of two light switches.

I'm an ecologist, and I study complexity. I love complexity.

Modeling on the right hand side, there's a very complex computational model.

But it's going to work. It's more effective than just computational aids.

This is the result of computational geometry, gesture recognition, and machine learning.

And that's complexity.

complexity,design,science

China s Complexity Problem

In a sense, we can use the computational universe to get mass customized creativity.

But where I think computational speed is most applicable is in that of imaging.

But I wanted to look not at the astronomical universe, but at the computational universe.

Here's the problem Any serious candidate for our universe is inevitably full of computational irreducibility.

Andrew Ng So in large scale machine learning, we'd like to come up with computational ...

Listening to all of you, the complexity of thought, the complexity of layers of meaning is overwhelming.

It's a social science that recognizes much like science recognizes the complexity of the body, biology recognizes the complexity of the body we'll recognize the complexity of the human mind.

The complexity here is unbelievable.

communication,complexity,future,technology,web

Look at this complexity here.

complexity,computers,data,design,visualizations

We see all this complexity.

complexity,computers,social change,technology

Acknowledging the complexity of the Mission,

chemistry,complexity,design,history,simplicity,technology

arts,complexity,exploration,nature,science,writing

biology,business,cities,complexity,math,science

Well, it turns out we can do very much the same kind of thing in the computational universe.

biology,complexity,computers,math,physics,science,simplicity

DNA,MacArthur grant,complexity,computers,short talk

And, interestingly, complexity is very highly evolved.

Eric Berlow How complexity leads to simplicity

Thanks. So, visual music rhythm and complexity.

I'm going to build towards complexity now.

He's contemplating the complexity of contemporary life.

And scientists, amidst complexity, amidst fluctuation and uniqueness.

So, complexity. Now, how many here are jugglers?

But the visual complexity is still very high.

What we see around us is staggering complexity.

So we've crossed a fourth threshold of complexity.

brain,complexity,computers,design,engineering,science,technology,visualizations

We've all, I think, become, sort of computational chauvinists, and think that computation is everything, but the mechanics still matter.