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11 Give three computer applications for which machine learning approaches seem ap propriate and three for which they seem inappropriate Pick applications that are not already mentioned in this chapter, and include a one-sentence justification for each 12 Pick some learning task not mentioned in this chapter Describe it informally in a paragraph in English Now describe it by stating as precisely as possible the task, performance measure, and training experience Finally, propose a target function to be learned and a target representation Discuss the main tradeoffs you considered in formulating this learning task 13 Prove that the LMS weight update rule described in this chapter performs a gradient descent to minimize the squared error In particular, define the squared error E as in the text Now calculate the derivative of E with respect to the weight wi, assuming that (b) is a linear function as defined in the text Gradient descent is achieved by updating each weight in proportion to Therefore, you must show that the LMS training rule alters weights in this proportion for each training example it encounters 14 Consider alternative strategies for the Experiment Generator module of Figure 12 In particular, consider strategies in which the Experiment Generator suggests new board positions by Generating random legal board positions 0 Generating a position by picking a board state from the previous game, then applying one of the moves that was not executed A strategy of your own design Discuss tradeoffs among these strategies Which do you feel would work best if the number of training examples was held constant, given the performance measure of winning the most games at the world championships 15 Implement an algorithm similar to that discussed for the checkers problem, but use the simpler game of tic-tac-toe Represent the learned function V as a linear com-.

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The NSOpenGLView here is where you will construct the image later. Move to TumblingTeapot.m (by the way, there are two shortcuts for moving between the .h and .m counterparts in the Xcode editor. One is to click the little icon that looks like two overlapping squares at the top right of the editor, and the other is to use the keyboard shortcut up arrow). As a first step, add the import statement for glut.h (the bold line it s easy to forget it later, in all the excitement). See Listing 5 3.

bination of board features of your choice To train your program, play it repeatedly against a second copy of the program that uses a fixed evaluation function you create by hand Plot the percent of games won by your system, versus the number of training games played

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Coursework Race, Class, and Gender Gender and the Economy Philosophy and Feminism Latin-American Women Writers African American Women Writers Stratification Sociology BA, cum laude, 1985, Fisk University, Nashville, TN Major in history; minor in natural sciences Senior thesis: Images of affluent women in Pulitzer Prize winning fiction 1960 1980 Field Methods in Oral History Women s Health Issues Women in American History Corporate Finance Accounting

(a) As a function of n, how many syntactically distinct trees are there in HrdZ (b) Give an upper bound for the number of examples needed in the PAC model to learn Hrd2 with error 6 and confidence 6 (c) Consider the following WEIGHTED-MAJORITY algorithm, for the class Hrd2 YOU begin with all hypotheses in Hrd2 assigned an initial weight equal to 1 Every

Listing 5 3. Adding the Import Statement #import <GLUT/glut.h> #import "TumblingTeapotView.h" @implementation TumblingTeapotView

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time you see a new example, you predict based on a weighted majority vote over all hypotheses in Hrd2 Then, instead of eliminating the inconsistent trees, you cut down their weight by a factor of 2 How many mistakes will this procedure make at most, as a function of n and the number of mistakes of the best tree in Hrd2

78 This question considers the relationship between the PAC analysis considered in this chapter and the evaluation of hypotheses discussed in 5 Consider a learning task in which instances are described by n boolean variables (eg, xl A & AX^ f,) and are drawn according to a fixed but unknown probability distribution VThe target concept is known to be describable by a conjunction of boolean attributes and their negations (eg, xz A&), and the learning algorithm uses this concept class as its hypothesis space H A consistent learner is provided a set of 100 training examples drawn according to VIt outputs a hypothesis h from H that is consistent with all 100 examples (ie, the error of h over these training examples is zero) (a) We are interested in the true error of h , that is, the probability that it will Based on the above misclassify future instances drawn randomly according to V information, can you give an interval into which this true error will fall with at least 95% probability If so, state it and justify it briefly If not, explain the difficulty

You are going to add the NSOpenGLView as a sub-view of the ScreenSaverView. Edit the initWithFrame method to look like this (added lines are in bold in Listing 5 4):

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19 Jul 2017 ... Then the same HTML will be converted to PDF file using the iTextSharp HTML to PDF conversion library and then later the PDF file is downloaded using iTextSharp XMLWorkerHelper library in ASP.Net MVC Razor. Here I am making use of Microsoft's Northwind Database. You can download it from here.
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