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As discussed above, the CANDIDATE-ELIMINATION algorithm will converge toward the true target concept provided it is given accurate training examples and provided its initial hypothesis space contains the target concept What if the target concept is not contained in the hypothesis space Can we avoid this difficulty by using a hypothesis space that includes every possible hypothesis How does the

should appear under DEVICES (Figure 5-7)

in the drive), and fast access to enormous amounts of data DVDs can be distributed for free in magazines, at store displays, or in the mail A DVD-9 sent via express mail can deliver in 24 hours, anywhere in the world, eight gigabytes of content that would literally take two weeks to download on a 56k modem Until true broadband Internet capabilities are available and affordable to everyone who wants them, one of the best ways a Web site can provide a high-impact experience is to depend on a local DVD to supplement HTML pages with hours of video and days of audio WebDVD, also known as connected DVD, Internet DVD, online DVD, enhanced DVD, and many other names, is the simple but powerful concept of enhancing DVD-Video or DVD-ROM with Internet technology From the reverse point of view, it can be seen as enhancing Web pages with video, audio, and data from a DVD WebDVD combines the best of DVD with the best of the Internet It s the marriage of two of today s hottest technologies, which complement each other beautifully It s not a new idea; CD-ROMs have been linked to the Internet for years, but the character of DVD elevates it to a new level DVD makes PCs true audio/video machines, with better-than-TV video and better-than-CD audio; and the Internet links them together, creating links between creators and consumers and communities Until the Internet becomes a true broadband highway for average home viewers, DVD has an interesting role to play When a DVD disc is placed in the local drive of a computer or an Internet-connected set-top box, it can supply the quality video that the Web sorely lacks An educational Web site can play detailed instructional videos from the local DVD drive A movie fan site can pull up favorite clips A director, presenting a live on-line chat, can pull up behind-the-scenes footage hidden on the disc inserted in each viewer s drive, delivering it simultaneously to thousands of viewers with a virtual bandwidth that would bring any Web server to its knees A Webenhanced DVD movie can connect to the Internet for promotional deals, viewer discussion forums, multiplayer games, and more A marketing disc, perhaps inserted in a magazine, can entice viewers with gorgeous product videos backed up by Web pages for on-the-spot purchases The possibilities are endless, as long as the customer already has the disc or can be easily supplied with one When a DVD is designed to connect to the Internet, it becomes a different kind of product Even after the disc leaves the hands of the developer, it can be improved or refreshed What would otherwise be a static medium becomes dynamic and renewable, extending the life of the product WebDVD titles can take advantage of the timeliness of the Internet with automatic software updates, supplemental content as new information becomes.

11 Drag the provision file to the Provisioning list 12 Change the application s Active SDK to Device 30 | Debug

size of this hypothesis space influence the ability of the algorithm to generalize to unobserved instances How does the size of the hypothesis space influence the number of training examples that must be observed These are fundamental questions for inductive inference in general Here we examine them in the context of the CANDIDATE-ELIMINATION algorithm As we shall see, though, the conclusions we draw from this analysis will apply to any concept learning system that outputs any hypothesis consistent with the training data