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during which each s,a is visited, the largest error in the table will be at most yAo After k such intervals, the error will be at most ykAo Since each state is visited infinitely often, the number of such intervals is infinite, and A, -+ 0 as n + oo This proves the theorem 0

9

Running the Media Player audio applications in this chapter require installing the application on an iPod touch or iPhone running iPhone OS 30 or later

Notice the algorithm of Table 131 does not specify how actions are chosen by the agent One obvious strategy would be for the agent in state s to select the action a that maximizes ~ ( s , thereby exploiting its current approximation Q However, a), with this strategy the agent runs the risk that it will overcommit to actions that are found during early training to have high Q values, while failing to explore other actions that have even higher values In fact, the convergence theorem above requires that each state-action transition occur infinitely often This will clearly not occur if the agent always selects actions that maximize its current &(s,a) For this reason, it is common in Q learning to use a probabilistic approach to selecting actions Actions with higher Q values are assigned higher probabilities, but every action is assigned a nonzero probability One way to assign such probabilities is

5a Do you buy used videotapes No Go to question 6 Yes As long as it is not badly scratched, a used disc will look exactly as good as when it was new Add 3 points Go to question 6 6 Do you rent videotapes No Go to question 7 Yes DVDs will not have a degraded picture from being rented over and over (although they may have occasional glitches caused by dirt or scratches) DVDs don t need to be rewound Add 1 point Go to question 7 Do you want to choose from a large selection of movies on video No Go to question 8 Yes It will take a while for DVD to match the selection of videotape or laserdisc Subtract 2 or 3 points depending on how old this book is Go to question 8 Do you want to watch a lot of old or rare movies on video No Go to question 9 Yes It will take time for certain movies to appear on DVD, if ever Subtract 2 to 4 points depending on how rare your tastes are and how limited the current DVD selection is Go to question 9 Do you use your VCR for recording No Go to question 10 Yes Go to question 9a

An MPMediaLibrary class represents a device s multimedia library loaded from iTunes An MPMediaItem object represents every multimedia item in the media library The MPMediaItem class contains metadata such as title, artist, and length about a media item When working with the MPMediaLibrary, you usually execute an MPMediaQuery that returns an MPMediaItemCollection Although the Media Player framework offers several methods for accessing a device s media programmatically, another way is by using an MPMediaPickerController An MPMediaPickerController is a class that presents a view much like the current iPod application A user can then select one or more media items, and the picker returns an MPMediaItemCollection After selecting the media items to play, you pass them to an MPMusicController to play The MPMusicController class is responsible for playing music, rewinding, forwarding, and other playback functionality

9a Do you want to replace your VCR with a DVD player No Good, since you will probably still need to use your VCR to record Subtract 1 point Go to question 10 Yes Recordable DVD players are just appearing, are expensive, and the discs are not compatible with other players and recorders Subtract 8 points Go to question 10 10 Do you enjoy performance audio and video (concerts, music videos, opera, ballet, etc) No Go to question 11 Yes DVD gives you the best picture and excellent audio, often in multichannel surround Add 2 to 4 points, depending on how much of a fan you are Go to question 11