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Now the variable rand_int will have the value of a random integer between 0 and 4 As you might have noticed, this sort of number range could be quite useful with arrays This is how you can begin to code some fun scripts with random numbers Random Numbers for Scripts Now you can have a little fun with the Math object by using the random() method By setting up some arrays, you can create a script that provides random quotes or shows a random image each time the page is loaded Random Quotes for Fun If you have thought about adding a quote to your page but don t want to deal with changing the quote all the time to have something different, a random-quotes script could be just the thing for you To make such a script, you first need some quotes to use Suppose you want to set up ten different quotes that will be displayed in random order each time the page is loaded Since you have a number of values that are similar (and so that you can use them with the random integer later), you should use an array so that you can store all of these values and retrieve them easily

h ( x ) = ~ ( x ) , the error for the h in Figure 71 will be 1, despite the fact the then h and c agree on a very large number of (zero probability) instances

12:

So, you need to set up an array with ten elements similar to the following example, in which each element is a random (and perhaps peculiar) quote that I have thrown into the mix for you:

*IEEE 8023z specifies a range of values, such as 770-860 nm for 1000BaseSX; however, the accepted nominal wavelength is shown It should be noted that the shorter wavelength actually represents a higher light frequency and is associated with a greater attenuation MMF is multimode fiber; SMF is single-mode fiber See 5 for details Standards for 1000BaseSLX are under review and may change in the future

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Finally, note that the error of h with respect to c is not directly observable to the learner L can only observe the performance of h over the training examples, and it must choose its output hypothesis on this basis only We will use the term training error to refer to the fraction of training examples misclassified by h, in contrast to the true error defined above Much of our analysis of the complexity of learning centers around the question "how probable is it that the observed training error for h gives a misleading estimate of the true errorv(h) " Notice the close relationship between this question and the questions considered in 5 Recall that in 5 we defined the sample error of h with respect to a set S of examples to be the fraction of S rnisclassified by h The training error defined above is just the sample error when S is the set of training examples In 5 we determined the probability that the sample error will provide a misleading estimate of the true error, under the assumption that the data sample S is drawn independent of h However, when S is the set of training data, the learned hypothesis h depends very much on S ! Therefore, in this chapter we provide an analysis that addresses this important special case

var quotes= new Array(10); quotes[0]="Look in the mirror Are you looking at me "; quotes[1]="It is time for a rhyme, I guess"; quotes[2]="Where is my JavaScript book "; quotes[3]="If I had a buck for every dollar I spent--Oops, never mind"; quotes[4]="I suppose you were expecting a real quote here"; quotes[5]="Quotes are great, but don't quote me on that"; quotes[6]="What should I write here "; quotes[7]="Wut hapns iff eye miss spel ohn purpas "; quotes[8]="Mark my words, I will mark my words"; quotes[9]="This spot reserved for a better quote";

Now that you have this odd list of quotes in an array, you can use them by generating a random integer You need a random integer between 0 and 9 (ten numbers), so you can use the following code to assign a random integer between 0 and 9 to a variable:

Our aim is to characterize classes of target concepts that can be reliably learned from a reasonable number of randomly drawn training examples and a reasonable amount of computation What kinds of statements about learnability should we guess hold true We might t y to characterize the number of training examples needed to learn r

.

var rand_int = Mathfloor(Mathrandom()*10);

Now the value of the variable rand_int will be a random integer between 0 and 9 You can use it to access the element of the array whose index number matches the random integer in the rand_int variable You just need to access the array element using the variable as the index number, as in the following example:

.

quotes[rand_int]

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