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hold, consumer demand for compatibility between formats will hopefully push manufacturers toward better cooperation The displacement of cassette tapes by CDs can be compared to the potential displacement of VCRs by DVD recorders It s a reasonable analogy, although widespread, easy-to-use DVD recorders will become available much sooner than recordable CD players, which still haven t caught on for general consumer use It s interesting to note that it took until 2000, 17 years after the introduction of CD audio, for prerecorded cassette tapes to begin disappearing completely from music store shelves If this historical perspective is applied to DVD, we might expect VHS tapes to begin fading away before 2014 Other technologies, such as hard-disk-based video recorders, will compete with DVD recorders to become the VCR of the future, but the final outcome will be a melding of both technologies: digital recorders with hard disks for time shifting and DVD drives for playing movies and making longterm copies of recordings from the hard disk Eventually, broadband Internet connections will reach the point where DVD-quality video can be streamed to living rooms and offices on demand At about the same time, high-definition video will finally reach mainstream status, which will require another bump in connected bandwidth Once again, DVD (or more specifically HD-DVD) will fill the need for the delivery, storage, and archiving of high-bandwidth, high-quality content Techniques such as downloading video overnight to a hard drive will help overcome bandwidth deficiencies, but even when high-definition video or digital cinema are delivered in real time over the Internet, there will still be a need for making permanent physical copies

which makes it clear that steepest descent is achieved by altering each component w , of i in proportion to i To construct a practical algorithm for iteratively updating weights according to Equation ( 4 4 , we need an efficient way of calculating the gradient at each step Fortunately, this is not difficult The vector of derivatives that form the

- (void)applicationDidFinishLaunching:(UIApplication *)application { [window addSubview:tabBarControllerview]; [window makeKeyAndVisible]; } - (void)dealloc { [window release]; [tabBarController release]; [super dealloc]; } @end 14 Click Build And Go, and a two-tab application runs in the iPhone Simulator (Figure 8-8)

Manufacturers will continue to improve DVD players in the endless race to best the competition Future players will include digital connections for video, audio, and direct bitstream output; video processing circuitry to improve picture quality; progressive-scan and resolution-enhancement circuitry to make discs with interlaced video look better on digital TVs and HDTVs; improved interactivity; and other features such as smooth reverse play, artifact suppression, and simulated surround sound for headphones Future generations of DVD players will also include phone or Internet connections for WebDVD applications Such connections will also make pay-per-view discs possible Player models from the first few years lack digital video connectors, primarily because copy protection standards and digital interchange protocols

Figure 8-8

where xid denotes the single input component xi for training example d We now have an equation that gives in terms of the linear unit inputs xid, outputs Od, and target values td associated with the training examples Substituting Equation (46) into Equation (45) yields the weight update rule for gradient descent

13

Sometimes you might wish to add more than four tabs to your application However, the iPhone tab bar can only display four tabs and a More tab When a user presses More, the excess tabs appear in a selectable list By default, a navigation bar with an Edit button is displayed across the window s top A user can then tap Edit and modify which tabs he or she wishes to see displayed on the tab bar The default behavior is to allow all tab bar items to be editable If you wish to modify this default and limit which tabs are editable, you must modify the toolbar In this task, you add more than four tabs to the first task s tab bar You then make the tab bar non-editable, followed by making only some tabs editable

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To summarize, the gradient descent algorithm for training linear units is as follows: Pick an initial random weight vector Apply the linear unit to all training examples, then compute Awi for each weight according to Equation (47) Update each weight wi by adding Awi, then repeat this process This algorithm is given in Table 41 Because the error surface contains only a single global minimum, this algorithm will converge to a weight vector with minimum error, regardless of whether the training examples are linearly separable, given a sufficiently small learning rate q is used If r) is too large, the gradient descent search runs the risk of overstepping the minimum in the error surface rather than settling into it For this reason, one common modification to the algorithm is to gradually reduce the value of r) as the number of gradient descent steps grows

Ensure it also creates an associated xib Xcode should create the FourthViewControllerh, FourthViewControllerm, and FourthViewControllerxib files