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where outputs is the set of output units in the network, and tkd and OM are the target and output values associated with the kth output unit and training example d The learning problem faced by BACKPROPAGATION is to search a large hypothesis space defined by all possible weight values for all the units in the network The situation can be visualized in terms of an error surface similar to that shown for linear units in Figure 44 The error in that diagram is replaced by our new definition of E, and the other dimensions of the space correspond now to all of the weights associated with all of the units in the network As in the case of training a single unit, gradient descent can be used to attempt to find a hypothesis to minimize E

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DVD players (including software players) are based on a presentation engine and a navigation manager The presentation engine uses the

B ~ c ~ ~ ~ o ~ ~ G A T I O ~ ( t r a i n i n g a x ani,p,~ e s,nhidden) q, m no,, ,

As this chapter illustrated, creating a tabbed application is easy First, ensure your application has a UITabBarControllerDelegate Although you can create your own class to adopt the UITabBarControllerDelegate protocol, using the application s delegate is easier But note, more complex applications that use tab bars should have a custom delegate associated with the tab bar and should not have the application s main delegate adopt the UITabBarController Delegate After changing your application s delegate to adopt the UITabBarController Delegate, add a UITabBarController property to the delegate Then add a UITabBarController to MainWindowxib and connect the controller to the application delegate s tabBarController property After connecting the delegate and tab bar controller, connect the individual UITabBarItem objects to view controllers Creating tabbed applications is that easy In this chapter, you learned how to create a tab bar, its associated controller, and delegate This chapter didn t have much in the way of explanation, as tab bars are easiest learned by doing You created a tabbed application using both a template and manually If you still do not understand tab bars, you should definitely reread this chapter, as tab bars are a navigation component you will use frequently for developing iPhone applications Think of all the situations you use tabs in a desktop application tabs are as ubiquitous on iPhone applications But remember conventional user interface (UI) wisdom: Use tab bars for subtasks and for different views on the same data set Do not use tab bars for tasks involving sequential steps A navigation bar and its associated controller are much more useful for this navigation In the next chapter, you learn how to create and use a navigation bar and its associated controller Moreover, you will place a navigation bar in a view controller as a tab bar item After learning about the navigation bar, you then explore tables After learning about a table s fundamentals, you will place a navigation item and a table in the same view controller in an individual tab After learning about tables, you will then have the fundamentals for creating the navigation for virtually all iPhone applications.

6

Each training example is a pair of the form (2,i ), where x' is the vector of network input values, and is the vector of target network output values q is the learning rate (eg, O5) ni, is the number of network inputs, nhidden the number of units in the hidden layer, and no,, the number of output units The inputfiom unit i into unit j is denoted xji, and the weightfrom unit i to unit j is denoted wji a Create a feed-forward network with ni, inputs, m i d d e n hidden units, and nour output units a Initialize all network weights to small random numbers (eg, between -05 and 5 0) r Until the termination condition is met, Do

Understanding a UINavigationBar, UINavigationController, and a UINavigationItem Understanding how to use a navigation bar in a simple application Understanding how to programmatically manipulate a navigation bar s items Adding a navigation bar to a tab in a tabbed application