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Learning Rate The learning rate controls the size of each step toward the minimum of the objective function If the learning rate is too small, the weight adjustments are correspondingly small More learning iterations are then required to reach a local minimum However, the search path will closely approximate the gradient path Figure 75(a) illustrates the e ect of small On the other hand, large will have large weight updates Convergence will initially be fast, but the algorithm will eventually oscillate without reaching the minimum It is also possible that too large a learning rate will cause jumping over a good local minimum proceeding toward a bad local minimum Figure 75(b) illustrates the oscillating behavior, while Figure 75(c) illustrates how large learning rates may cause the network to overshoot a good minimum and get trapped in a bad local minimum Small learning rates also have the disadvantage of being trapped in a bad local minimum as illustrated in Figure 75(d) The search path goes down the rst local minimum, with no mechanism to move out of it toward the next, better minimum Of course, the search trajectory depends on the initial starting position If the second initial point is used, the NN will converge to the better local minimum But how should the value of the learning rate be selected One approach is to nd the optimal value of the learning rate through cross-validation, which is a lengthy process An alternative is to select a small value (eg 01) and to increase the value if convergence is too slow, or to decrease it if the error does not decrease fast enough Plaut et al [680] proposed that the learning rate should be inversely proportional to the fanin of a neuron This approach has been theoretically justi ed through an analysis of the eigenvalue distribution of the Hessian matrix of the objective function [167] Several heuristics have been developed to dynamically adjust the learning rate during training One of the simplest approaches is to assume that each weight has a di erent learning rate kj The following rule is then applied to each weight before that weight is updated: if the direction in which the error decreases at this weight change is the same as the direction in which it has been decreasing recently, then kj is increased; if not, kj is decreased [410] The direction in which the error decreases is determined by the sign of the partial derivative of the objective function with respect to the weight Usually, the average change over a number of pattern presentations is considered and not just the previous adjustment An alternative is to use an annealing schedule to gradually reduce a large learning rate to a smaller value (refer to quation 440) This allows for large initial steps, and ensures small steps in the region of the minimum.

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How to: Encode and Decode a TIFF Image | Microsoft Docs
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Mar 29, 2017 · C# Copy. // Open a Stream and decode a TIFF image Stream imageStreamSource = new FileStream("tulipfarm.tif", FileMode.Open, FileAccess.
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C# Tutorial 94: How to Convert Images from One Format to Another ...
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Plouffe went on to say that when we had problems it was because we did not step back to test our assumptions We had to ask, what s the strategy and do our assumptions align properly Decisions are based on strategy Optimizing enterprise performance requires knowing the strategy; oating the strategy to subordinate organizations such that they are contributing properly; and measuring contributions against the strategy How frequently do you change strategy Our answer is: as often as the data indicates that you should Bob Bragdon, Chief Security Of cer (CSOcom), commented: Assigning monetary value to data is a concept that few businesses seem to be embracing, although, even from a cursory examination, it would seem to make a great deal of sense to do We treat everything else in our organizations as assets with measurable nancial value: inventory, people, property, etc But when was the last time you sat down and calculated a dollar value for your customer database My guess is that it has never been done [7] Our view is that the situation is worse than Bragdon describes Executives do not associate assets with data and data with costs and value Accounting systems do ot work that way, unless you move to activity-based cost accounting, for example In fact, the effort to introduce these practices needs resurgence and reinforcement Accounting rules and methods constrain the ability of companies to plan ahead and require addition and change to support capacity to forecast and predict In 2003, one of the authors (George) was at a conference at which Michael C Daconta talked about designing the smart data enterprise [8] Daconta was talking about how semantic computing would impact enterprise IT We really didn t remember this until Dr Brand Neiemann, at the CIO s of ce at the Environmental Protection Agency, brought it to our attention So, with this prompting we went back in time and found the reference If Daconta was talking on this subject in 2003, why is it not in wide practice today In fact, George was speaking about semantic interoperability at the same conference and is astonished at the lack of progress Daconta went on to become a metadata guru for the Department of Homeland Security, where we are certain he made signi cant contributions He laid the foundation in thought that should have advanced much further today Because IT messages do not often resonate with the executives and because executive leadership was in constant ux, progress is less than expected Daconta went on to write a book, The Semantic Web [9], published by Wiley, that surely made an impact Yet, how can we accelerate the progress that the concept deserves The answer is to engage executives in the subject in ways that matter to them most, as it should If we made a mistake, it is from not aligning the subject with the executive audience that most needs the solution A demonstrable example of how technology can take off when aligned with executives needs and interests is social media President Obama put the technology to work and now it has sprung an industry Of course, we may not imply that President Obama is responsible for social media, though we can say that he and David Plouffe demonstrated how to use it, as it put the community organizer on steroids, so to speak.

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Basic Image Manipulation in C# - Andrew Hoefling
Aug 20, 2018 · Image Manipulation is a powerful utility provided by .NET that can make really cool applications or tools depending what you are building.

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Convert Tiff Images to Gif/Jpeg - C# / C Sharp - Bytes
Nov 17, 2005 · Hello friends, Can any body tell me the sample code to convert a Tiff image to a Gif or Jpeg format. The Resolution of picture is a big concern ...

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