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Derive the gradient descent update rule for this definition of E Show that it can be implemented by multiplying each weight by some constant before performing the standard gradient descent update given in Table 42 411 Apply BACKPROPAGATION task of face recognition See World Wide Web to the URL http://wwwcscmuedu/-tomlbookhtml details, including face-image data, for BACKPROPAGATION and specific tasks code, 412 Consider deriving a gradient descent algorithm to learn target concepts corresponding to rectangles in the x , y plane Describe each hypothesis by the x and y coordinates of the lower-left and upper-right comers of the rectangle - Ilx, Ily, urn, and ury respectively An instance ( x , y ) is labeled positive by hypothesis ( l l x , l l y , u r x , u r y ) if and only if the point ( x , y ) lies inside the corresponding rectangle Define error E as in the chapter Can you devise a gradient descent algorithm to learn such rectangle hypotheses Notice that E is not a continuous function of l l x , Ily, u r x , and u r y , just as in the case of perceptron learning (Hint: Consider the two solutions used for perceptrons: (1) changing the classification rule to make output predictions continuous functions of the inputs, and (2) defining an alternative error-such as distance to the rectangle center-as in using the delta rule to train perceptrons) Does your algorithm converge to the minimum error hypothesis when the positive and negative examples are separable by a rectangle When they are not Do you

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have problems with local minima How does your algorithm compare to symbolic methods for learning conjunctions of feature constraints

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Creating an application with a navigation bar is straightforward In the application s MainWindowxib, add a UINavigationController Set the navigation controller s root view controller, and create one or more other view controllers Then add code that pushes the view controllers onto the navigation controller s stack When a view controller is pushed onto the stack, it becomes the topmost view controller, and so the application displays the view controller s view Popping a view controller off the stack is provided by default if you do not make the navigation bar s Back button invisible If you do make the Back button invisible, or somehow disable the button, you must use one of the navigation controller s methods for popping view controllers In this chapter, you learned how to create an application containing a navigation controller with three views You then used a navigation controller to duplicate the Utility Application template s results Finally, you embedded a navigation controller within a tab in a tab bar But this chapter did omit the most common navigation controller use: a table combined with a navigation controller In the next chapter, after learning about tables, I correct this omission by presenting a navigation controller combined with a table controller After learning about this combination, you will have a good enough knowledge of view controllers that you should be able to tackle most iPhone application navigation strategies

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Understanding table views Understanding table view delegates Understanding table view data sources Grouping and indexing table rows Selecting table rows Modifying a table s appearance Using a table in a navigation controller Editing a table s rows

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