Early in this class I had already mentioned a few applications.

That is, here's one thing we can say.

Today we're going to talk about partners.

Let's build a probabilistic word model of segmentation.

We clearly don't want to have to enumerate them all.

But it turns out that this row here is at least 1,000 times better than any of the other segmentations.

Probing is typically a very complex and very expensive option on a machine tool

And notice that this is independent.

Hey! I want to invest in you, and I'm really interested in doing something with you guys.

What's interesting about partners is these are other companies who provide you resources.

Fashion week in New York, another example.

So this model, simplified though it is, coming up with this naive Bayes assumption, gets this one right, and it does about 99 of the segmentations accurately.

Are there activities that are most expensive?

And let's answer that not just for 12 characters, but for n characters in general.

We can say that the best segmentation is equal to the argmax over all possible segmentations of the string into a first word and the rest of the words of the probability of that first word times the probability of the best segmentation of the rest of the words.

So if we had a Markov model where the probability of insignificant depended on the probability of small, then we could catch that, and we could get this segmentation correct.

I'm happy to consider how you get an advantage,

Again, that depends on exactly what type of smoothing you choose to do.

They have the second largest vehicle fleet on the road.

Then if we take the rest and multiply out this whole term, the best segmentation of the rest times the probability of the first that comes from this column, then that column will give us about 10 to 19 for the segmentation that starts with n, 10 to 13 for the one that starts with no, 10 t the 10 for the one that starts with now, and 10 to 18 for the one starts with nowi.

In this case, it just seems somewhat like bad luck that that was the right answer, but both segmentations seem like good segmentations.

Now this is going to be a little unwieldy to deal with, so we can make an approximation.

Apple and the record labels was another example of a great strategic alliance, but Apple and Foxconn is a great example of a supplier and might, at times, actually be a good example of a joint venture as well.

Now, 2 n is a lot.

You want me to deliver human rights throughout my global supply chain.

Do it like Wal Mart, get it to go green for its customers and its suppliers and for itself.

For a given string say we have this string with 12 characters how many possible segmentations are there?

For start ups, trying to understand what it is you want to focus on versus what is it you require in terms of activities and resources and suppliers is a real strategy.

Eli Lilly in, again, the fiercely competitive pharmaceutical world has created a market for solutions for pharmaceutical problems.

By definition, the best segmentation, which we'll call S , is equal to the one which maximizes the joint probability of the segmentation.

So we're going to segment the text into a sequence of words word 1 through word n and find that segmentation into words that maximize the joint probability.

Either you look at config.nice file, in the source tree of your current PHP installation or, if this is not available, you simply run a

Number two thing that Howard did is he made us realize it's another very critical point he made us realize the importance of what he likes to call horizontal segmentation.

Here it seems like it really has erred that small and insignificant seems like a much better segmentation than the one my program came up with.

They might be partners, they might be suppliers, but they're needed to make your business model work, and these partners and suppliers might supply or give you resources, activities, and other things that are essential for your company to succeed.

Some of these might actually blur the lines, but let's take a look and see if we can understand who would fit under strategic alliances, joint ventures, traffic partners, coopetition, joint business development, and suppliers.

They'll get the debtor in possession financing so that the company has some cash to operate, pay the bills, and pay the employees and whatever else.

Yeah, I guess he'll just go to some other dealers and suppliers and that's all we need, is 10 South Americans chasing us for the rest of our lives.

Here I've trained it on a corpus of 4 billion words not just the Shakespeare corpus but a larger corpus, and then I give it some test cases to try to find the best segmentation.

Why, inside the whale at the bottom of the sea.

So, let me tell you what those things mean. The first of the two steps in the

Backpacks for boys, purses for girls.

The cover, of the wings of grasshoppers The traces, of the smallest spider's web

Isn't what I see, hear, and smell... just the mirage of a world before the world?

All the oppression of the poor and the powerless... of women.