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are still under development At some point, however, DVD players will benefit from the new digital interconnection standards developed for consumer electronics and computers Once the standards are finalized and the copy protection systems are settled on, new DVD players will convert playback information into the proper format This should be trivial for encoded MPEG audio/video and encoded Dolby Digital or DTS audio, but it may be more complicated for subpictures Obviously, the menus and random-access features of DVD will not be available if the outgoing digital bitstream is recorded for later playback, but the primary purpose of a digital connection is to provide a pristine signal for the decoder in the digital television or the digital media center equipment The IEEE 1394 external serial bus system is the best candidate for digital connections It uses a foolproof connector adopted from video game consoles Apple Computer s original design for the product was called FireWire, a name that stuck even after the IEEE adopted it as standard number 1394 Its first major support was from Sony with its digital video cameras, although Sony chose to call it the DV connector, and later the iLink connector Over a hundred companies now support the IEEE 1394/FireWire/DV system in their products Initial implementations support data rates of 100 to 400 Mbps, and new versions can support data rates over 2 Gbps At these speeds, even uncompressed digital video signals can be accommodated Intel s Universal Serial Bus (USB) standard is intended primarily for computer peripherals such as mice and keyboards Standards are inevitably stretched beyond their original purview, however, and newer versions of USB are capable of carrying compressed audio and video information The advantages of digital connections are as follows: A single cable to carry audio, video, and even power (Sony s iLink connector does not carry power, however) DVD players can fairly bristle with a ludicrous number of connectors to cover all possible scenarios: two audio connectors for stereo sound, one or more coax digital audio connectors, one or more optical digital audio connectors, six audio connectors for 51-channel sound (or seven connectors for 61), a composite video connector, an s-video connector, and three connectors for component video Of course, a digital connector is yet one more, but in theory it will be the last new connector ever needed, since it will be able to accommodate all future signals Daisy chaining IEEE 1394 enables dozens of devices to talk to each other with only one cable connected between each of them Other star configurations can also be used (see Figure 132).

Gradient descent is an important general paradigm for learning It is a strategy for searching through a large or infinite hypothesis space that can be applied whenever (1) the hypothesis space contains continuously parameterized hypotheses (eg, the weights in a linear unit), and (2) the error can be differentiated with respect to these hypothesis parameters The key practical difficulties in applying gradient descent are (1) converging to a local minimum can sometimes be quite slow (ie, it can require many thousands of gradient descent steps), and (2) if there are multiple local minima in the error surface, then there is no guarantee that the procedure will find the global minimum

2 Open FourthViewControllerxib in Interface Builder Change the view s color 3 Close FourthViewControllerxib and open MainWindowxib in Interface Builder 4 Add three more tabs by adding One, Two, and Three to the View Controllers in the Tab Bar

Little or no electronic interference Because the signals are digital, they are practically immune to degradation from external sources Many new computers have both USB and IEEE 1394 interfaces In some cases, the digital audio and video from the computer s DVD-ROM drive will be available to external digital devices, possibly even DVD recorders

Controller Attributes Inspector (Figure 8-9)

~ ~ A D I E N T - D E s c E N )T ( ~ ~ ~ ~ ~ ~ ~ ~ ~ x ~ ~ ~ ~ ~ s , q Each training example is a pair of the form (2,t ) , where x' is the vector of input values, and