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Again, these structures are shown in Figure 8.6. The MLP distinguishes itself from the SLP by the presence of one or more hidden layers of neurons. Figure 8.6(b) illustrates the layout of a MLP having a single hidden layer. It is referred to as a p-h-q network, since it has p source nodes, h hidden neurons and q neurons in the output layer. Similarly, a layered feedforward network having p source nodes, h1 neurons in the first hidden layer, h2 neurons in the second hidden layer, h3 neurons in the third layer and q neurons in the output layer is referred to as a p-hl-hz-h3-q network. If the SLP has a differentiable activation function, such as the sigmoid function given in Equation 8.20, the network can learn by optimizing its weights using a variety of gradient-based optimization algorithms, such as the gradient descent method, described briefly in Appendix A.2. The interested reader can refer to the monograph by Bishop [254] for further gradient-based optimization algorithms used to train neural networks.



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The text is a type layer, as evidenced by the T in the layer thumbnail. In order to make changes to it, it must be selected by clicking the thumbnail and highlighting it in the Layers panel. Then you can use the tools or Layer menu options to make changes.





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Estimate the cost of defects. (Analyze) Take steps to x those defects. (Improve) Watch the results of our changes. (Control) The DMAIC process is the core of the Six Sigma working model, and whether you use highly technical language and graphics, or simply make checklists and follow the defects through the system to gure out how to remove them, the end result should be the same. For example, you might say that a particular defect involves cross functionality or instead you might observe that a defect involves two or more departments. For the purpose of understanding the concepts behind the Six Sigma process, we do not use terms that are not needed. The acronyms and abbreviations we employ in this book are widely recognized and used throughout the Six Sigma world; because they are universal, we have used them here as well. In your own company, the use of terms and acronyms will probably vary depending on the point of view of your Six Sigma leadership, the complexity of projects, and the size and scope of the work involved.

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One of DSLR s major advantages is their matched intelligent TTL flash systems. (TTL stands for through-the-lens. ) Essentially, as the flash is firing, sensors inside the camera read the light reflected from the film s surface, and when the camera s intelligence has determined that enough light has reached the subject, it will turn off the flash. This was a vast improvement over earlier automatic strobelight schemes, such as embedding a sensor in the flash and measuring the reflected light. (Alas, external sensors could be easily fooled.) TTL works somewhat differently with most digital cameras because there s no film to bounce the light off for the sensors to read (most image sensors don t reflect light). However, the same TTL principle applies; only, instead of reading the light from film, it triggers a series of rapid preflashes that feeds back information from sensors positioned near the CCD or CMOS sensor itself, or, in some models, positioned inside the optical viewfinder. TTL is also much smarter than before, since it can profile different shooting situations, compare them to built-in algorithms, and miraculously come up with what it thinks is the best lighting solution. Another major advantage is that multiple TTL lights can be used to illuminate a subject, without blowing out the image. Modern TTL also allows special effects, like front or rear curtain sync (or both), flash compensation, fast curtain sync, and so on.

I. Summary of significant accounting policies (including departures from GAAP, if any)

window phase, you can always refer to the Readme.txt icon shown in Figure 3-41. It is the same information.

divided into 32K banks that can be accessed independently. MDRAM also offers the advantages of interleaving, true memory sizing, and better memory performance. Interleaving allows memory accesses to overall memory banks. MDRAM can be sized exactly to the amount of video RAM needed to support a particular display type.

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