There is a very strong sense in which Python, JavaScript, C, C , C Sharp, and Java can all do exactly the same range of computations those that can be done on what's known as a Turing machine, a mathematical model of computation.

Error, error. Does not compute.

Many of you may have a favorite C or C or Java matrix library that would catch those errors.

So particle filters make use of your computational resources in an intelligent way.

If we come back to our exponential growth of computing, 1,000 dollars of computing is now somewhere between an insect and a mouse brain.

It's much more easy to work with plants than with animals.

So, in 2006, now it's really time to have fun.

Of course, in other ways, humans are so limited.

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There's actually one going into human trial, so this is feasible technology.

I need them in the morning.

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And the models that we need to predict the future do not have enough data to refine them.

Welcome. If I could have the first slide, please?

label yi from this specific example we're looking at to compute the error term for delta L for the output there.

They're not radically different from routers inside the middle of the network.

The name back propagation comes from the fact that we start by computing the delta term for the output layer and then we go back a layer and compute the delta terms for the third hidden layer and then we go back another step to compute delta 2 and so, we're sort of back propagating the errors from the output layer to layer 3 to their to hence the name back complication.

Now what happens if we double our x's as well?

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Imagine if our buildings, our bridges, machines, all of our bricks could actually compute.

Java, C , C , F are all Turing completed, a term I won't define in this class explicitly, but it deals with Turing and models of computations they're all equally powerful.

Now, for some games all right. Got my Pragues over here. Nice.

of the most advanced economies, and there more than anywhere else, are in the hands of the population at large.

He has the capacity to become an accountant.

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