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as HDTV This is currently impossible since the layer 0 track spirals go in opposite directions The DVD standard would have to be amended to enable reverse spirals on the second side This still might not get off the ground, since large buffers or precise alignments in both the radial and angular dimensions would be required to keep both sides in sync A possible DVD-36 disc that would have four data layers per side has also been proposed The data density would remain the same as in standard DVDs, but the extra layers would double the capacity Existing players could read two of the layers, while newer players could read all four Beyond blue lasers lie even more interesting formats In 1999, Constellation 3D Inc began touting fluorescent multilayer disc (FMD) technology Here data is stored in pits on multiple layers of fluorescent material When a laser excites the material, it emits light that can be read more easily than the reflected coherent light of a laser In theory, hundreds of data layers can be used to create very high-capacity volumetric storage media In 2000, Constellation 3D Inc claimed that enhanced 25GB DVD players using FMD technology would be available in mid-2001 A more likely scenario is that FMD might be used for the third generation of DVD, after blue-laser DVD Other future possibilities include diamond-based x-ray lasers, charged particle beam recorders, near-field scanning microscopy, 3D holographic recording, and any number of creative new technologies for manipulating matter in strange ways to store vast amounts of data

where t, o, and xi are the target value, unit output, and ith input for the training example in question To modify the gradient descent algorithm of Table 41 to implement this stochastic approximation, Equation (T42) is simply deleted and Equation (T41)replaced by wi t wi +v (t -o) xi One way to view this stochastic defined gradient descent is to consider a distinct error function ~ ~ ( 6 ) for each individual training example d as follows 1 (411) E (6)= - (td - 0 d )2 d 2 where t, and od are the target value and the unit output value for training example d Stochastic gradient descent iterates over the training examples d in D, at each iteration altering the weights according to the gradient with respect to E() d ; The sequence of these weight updates, when iterated over all training examples, provides a reasonable approximation to descending the gradient with respect to our original error function E(G) By making the value of 7 (the gradient

8:

Inevitably, rumors have circulated about DVD technology being applied to the larger 30-cm (12-inch) form factor of laserdiscs Variations of laserdisc technology have been used for high-definition television, such as the HDLD format designed for the Japanese HiVision system, but it s improbable that such a format will be adopted for commercial digital video, given the disadvantages of larger discs CD and DVD production lines can be adapted to higher-density formats as long as the physical diameter does not change Large discs require larger molds, which are more difficult to inject molten polycarbonate into, and which can be more difficult to separate from the pressed discs, especially with the tiny pit sizes used by DVD Large discs are also more subject to warping, and they create more stress and slippage at the bonding layer, which can damage the reflective data layer Large discs require larger players and stronger motors (making battery-powered portable players all but impossible) and have more noise and stability problems because of the higher velocity at the outer edge

tabBarControllercustomizableViewControllers = nil; 11 Click Build And Go Notice the Edit button appears but clicking it results in no tabs

descent step size) sufficiently small, stochastic gradient descent can be made to approximate true gradient descent arbitrarily closely The key differences between standard gradient descent and stochastic gradient descent are: In standard gradient descent, the error is summed over all examples before updating weights, whereas in stochastic gradient descent weights are updated upon examining each training example Summing over multiple examples in standard gradient descent requires more computation per weight update step On the other hand, because it uses the true gradient, standard gradient descent is often used with a larger step size per weight update than stochastic gradient descent r, In cases where there are multiple local minima with respect to E ( $ , stochastic gradient descent can sometimes avoid falling into these local minima because it uses the various V E d ( G )rather than V E ( 6 ) to guide its search

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