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(continued)

13

7 Save and exit Interface Builder 8 Open ThreeViewNavContAppDelegateh in Xcode Add a UINavigationControllerIBOutlet

where Downstream(r) is the set of units immediately downstream from unit r in the network: that is, all units whose inputs include the output of unit r It is this gneral form of the weight-update rule that we derive in Section 453

.

#import<UIKit/UIKith> @interface ThreeViewNavContAppDelegate : NSObject<UIApplicationDelegate> { IBOutlet UIWindow *window; IBOutlet UINavigationController * navController; } @property (nonatomic, retain) IBOutlet UIWindow *window; @property (nonatomic, retain) IBOutlet UINavigationController * navController; @end

This section presents the derivation of the BACKPROPAGATION weight-tuning rule It may be skipped on a first reading, without loss of continuity The specific problem we address here is deriving the stochastic gradient descent rule implemented by the algorithm in Table 42 Recall from Equation (4l l ) that stochastic gradient descent involves iterating through the training examples one at a time, for each training example d descending the gradient of the error Ed with respect to this single example In other words, for each training example d every weight wji is updated by adding to it Awji

poor picture quality, no decent still-frame capability, and no random access The subsequent advance was digitized video, using QuickTime and Video for Windows, playing from a CD It was flexible and could be integrated with computers, but it lost vital detail with its quarter-screen fuzzy picture and required a TV converter box or a video projector for full-class presentation Publishers were next asked to support Video CD, which provided full-screen digital video but still lacked quality and had almost no installed base of players Then came the Internet, which was highly interactive and timely, but essentially precluded motion video It s little wonder that gun-shy publishers are not eager to embrace yet another newfangled medium The failure of DVD-Video to unseat laserdisc in the classroom hardly means that laserdisc s days are unnumbered, however Beginning in 1996, educational sales of players and discs dropped almost as quickly as in the home market Competition from computers, and especially the Internet, is finally proving too much for the reliable but no longer glamorous workhorse, which will slowly decline over the next decade The end of the heyday of laserdiscs signals the decline of all stand-alone audio/visual players for training and education DVD will succeed in the educational environment, but via computers rather than DVD-Video players Long before educational DVD discs are plentiful enough, new computers being purchased by schools will be able to play DVD-Video discs as well as educational DVD-ROM software Ironically, this promises to provide the market that educational publishers need in order to embrace DVD-Video Cleverly designed products will be able to work in DVD computers at school and in DVD-Video players at home Home education, both formal and informal, will drive the demand for this kind of product In the long run, multimedia PCs will replace classroom TVs, VCRs, overhead projectors, and laserdiscs, just as these have replaced filmstrip projectors and 16mm movies Most lightweight content will come from the Internet, but the necessary graphics, audio, and video will be provided by DVD Inasmuch as technology adoption in schools typically lags behind business and home use by several years, the process may take some time This is unfortunate, since the case for computer and media integration in education is more compelling than almost anywhere else Technology is not a magic elixir that will cure the ills of the education system, but it is a very powerful tool that when wielded properly can be truly effective DVD-Video as currently implemented does not seem to be well suited as an educational tool, but computers combined with DVD in both -ROM and -Video form promise to substantially advance the state of the art by providing the kind of high-capacity knowledge bases and high-impact sensory environments that foster more effective learning.

UINavigationController s view to the window (Listing 9-2) Save and build Listing 9-2 ThreeViewNavContAppDelegatem