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As illustrated by this perceptron network example, the above theorem is interesting because it provides a general method for bounding the VC dimension of layered, acyclic networks of units, based on the network structure and the VC dimension of the individual units Unfortunately the above result does not directly apply to networks trained using BACKPROPAGATION, for two reasons First, this result applies to networks of perceptrons rather than networks of sigmoid units to which the BACKPROPAGATION algorithm applies Nevertheless, notice that the VC dimension of sigmoid units will be at least as great as that of perceptrons, because a sigmoid unit can approximate a perceptron to arbitrary accuracy by using sufficiently large weights Therefore, the above bound on m will be at least as large for acyclic layered networks of sigmoid units The second shortcoming of the above result is that it fails to account for the fact that BACKPROPAGATION

1,000,000,000,000 (1012) 1,099,511,627,776 (240) 10%

#import "FooBarh" @implementation FooBar - (void) sayHello { NSLog(@"Hello there"); } - (void) dealloc { [super dealloc]; } @end

The problem is that there are no universal standards for unambiguous use of these prefixes One person s 47 GB is another person s 438 GB, and one person s 1321 MB/s is another s 1385 MB/s Can you tell which is which 7 The laziness of many engineers who mix notations such as KB/s, kb/s, and kbps with no clear distinction and no definition compounds the problem And since divisions of 1000 look bigger than divisions of 1024, marketing mavens are much happier telling you that a dual-layer DVD holds 85 gigabytes rather than a mere 79 gigabytes It may seem trivial, but at larger denominations the difference between the two usages and the resulting potential error becomes significant There is almost a 5 percent difference at the mega- level and over a 7 percent difference at the gigalevel If you are planning to produce a DVD and you take pains to make sure your data takes, up just under 47 gigabytes (as reported by the operating system), you will be surprised and annoyed to discover that only 437 gigabytes fit on the disc Things will get worse down the road with a 10 percent difference at the tera- level Since computer memory and data storage, including that of DVD-ROM and CD-ROM, usually are measured in megabytes and gigabytes (as opposed to millions of bytes and billions of bytes), this book uses 1024 as the basis for measurements of data size and data capacity, with abbreviations of KB, MB, and GB However, since these abbreviations have become so

Listing 5-3

Inductive system Training examples New instance Candidate Elimination Using Hypothesis Space H Classification of new instance, or "don'tknow"

The first (47 GB) is the typical data capacity given for DVD: 47 billion bytes, measured in magnitudes of 1000 The second (438 GB) is the true data capacity of DVD: 438 gigabytes, measured using the conventional computing method in magnitudes of 1024 The third (1321 MB/s) is the reference data transfer rate of DVD-ROM measured in computer units of 1024 bytes per second The fourth (1385 MB/s) is DVD-ROM data transfer rate in thousands of bytes per second If you do not know what any of this means, don t worry by 4 it should all make sense

@interface FooBar : NSObject { - (void) sayHello; @end 4 Modify applicationDidFinishLaunching in ZombieAppDelegate (Listing 5-4) Don t forget

Equivalent deductive system I I Classification of new instance, or "don'tknow"

ter for personal improvement videos, documentaries, education, business training, product info, and so on The fact is that eventually we will all watch movies on a computer We just won t notice Today a computer is one of the best solutions for progressive DVD display and for digital television It will probably be the first solution for high-definition DVD The trend begun by WebTV and accelerated by Tivo and ReplayTV will continue, reaching the day when every TV and settop box is smarter and more connected than a Pentium III Traditional linear storytelling will always be an important part of the entertainment mix, but interactive cinema will continue to grow DVD, and especially WebDVD, is the first technology that makes Hollywood-quality interactive cinema possible for the average producer and available for the average consumer Until Internet bandwidth catches up, WebDVD provides portable broadband This is a proven, practical, and functional way to deliver high-quality interactive video to the worldwide market

#import "ZombieAppDelegateh" #import "ZombieViewControllerh" #import "FooBarh" @implementation ZombieAppDelegate @synthesize window; @synthesize viewController; - (void)applicationDidFinishLaunching:(UIApplication *)application { FooBar * myFooBar = [[FooBar alloc] init];

Theorem Prover Assertion " Hcontains the target concept"