like the degree polynomial to use with the learning algorithm or choose the regularization parameter for learning algorithm.

So,that's gives us our overall optimization objective function for the Support Vector

And then the outcome over here would be 3P 4 times 1 P.

Thus minimizing that cost function j.

You going to chem?

So if these letters stood for areas of interest, do you know what i mean?

Together, we decided to set out on two missions.

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Formula

So I just have to bring the physics down to zero.

Chemistry.

What do they make?

Chemistry?

C plays a role similar to one over Lambda, where Lambda is the regularization parameter we had previously.

You can learn parameters

I'd like to do in this video, is get a better understanding of how cross validation and training error vary as we as we vary the regularization parameter lambda.

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Chemicals.

And so, let's see how to initialize my parameters at this value.

Which is going to be exactly this. That formula that I have up here.

Two languages one not subject to interpretation,

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We already know that chemicals

It's not. We have no idea the mechanism.

Yeah, science!

And I know the chemistry.

Limehouse Chemical Works.

It's a chemical weapon.

Edit chemical structures and reactions

Green chemistry is chemistry in water.

Here's the gradient descent algorithm that we saw last time.

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When matter is changed chemically, chemical energy is given off.